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Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5205
Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation
Juan Formanek · Callum R. Tilbury · Louise Beyers · Jonathan Shock · Arnu Pretorius
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5208
NAVSIM: Data-Driven Non-Reactive Autonomous Vehicle Simulation and Benchmarking
Daniel Dauner · Marcel Hallgarten · Tianyu Li · Xinshuo Weng · Zhiyu Huang · Zetong Yang · Hongyang Li · Igor Gilitschenski · Boris Ivanovic · Marco Pavone · Andreas Geiger · Kashyap Chitta
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5400
Norms for Managing Datasets: A Systematic Review of NeurIPS Datasets
Yiwei Wu · Leah Ajmani · Shayne Longpre · Hanlin Li
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5302
SubjECTive-QA: A dataset for the subjective evaluation of answers in Earnings Call Transcripts (ECTs)
Huzaifa Pardawala · Siddhant Sukhani · Veer Kejriwal · Rohan Bhasin · Abhishek Pillai · Dhruv Adha · Tarun Mandapati · Andrew DiBiasio · Agam Shah · Sudheer Chava
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5203
Cross-Care: Assessing the Healthcare Implications of Pre-training Data on Language Model Bias
Shan Chen · Jack Gallifant · Mingye Gao · Pedro Moreira · Nikolaj Munch · Ajay Muthukkumar · Arvind Rajan · Jaya Kolluri · Amelia Fiske · Janna Hastings · Hugo Aerts · Brian Anthony · Leo Anthony Celi · William La Cava · Danielle Bitterman
[ Poster
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5307
ConvBench: A Multi-Turn Conversation Evaluation Benchmark with Hierarchical Ablation Capability for Large Vision-Language Models
Shuo Liu · Kaining Ying · Hao Zhang · yue yang · Yuqi Lin · Tianle Zhang · Chuanhao Li · Yu Qiao · Ping Luo · Wenqi Shao · Kaipeng Zhang
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5209
SR-CACO-2: A Dataset for Confocal Fluorescence Microscopy Image Super-Resolution
Soufiane Belharbi · Mara Whitford · Phuong Hoang · Shakeeb Murtaza · Luke McCaffrey · Eric Granger
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5000
Causal Bandits for Linear Structural Equation Models
Burak Varici · Karthikeyan Shanmugam · Prasanna Sattigeri · Ali Tajer
[ JMLR
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5310
Benchmarking LLMs via Uncertainty Quantification
Fanghua Ye · Mingming Yang · Jianhui Pang · Longyue Wang · Derek Wong · Emine Yilmaz · Shuming Shi · Zhaopeng Tu
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5301
SLICE-100K: A Multimodal Dataset for Extrusion-based 3D Printing
Anushrut Nirmal Jignasu · Kelly Marshall · Ankush Kumar Mishra · Lucas Nerone Rillo · Baskar Ganapathysubramanian · Aditya Balu · Chinmay Hegde · Adarsh Krishnamurthy
[ Slides
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5402
Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making
Manling Li · Shiyu Zhao · Qineng Wang · Kangrui Wang · Yu Zhou · Sanjana Srivastava · Cem Gokmen · Tony Lee · Erran Li Li · Ruohan Zhang · Weiyu Liu · Percy Liang · Fei-Fei Li · Jiajun Wu · Jiayuan Mao
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5401
BenchX: A Unified Benchmark Framework for Medical Vision-Language Pretraining on Chest X-Rays
Yang Zhou · Tan Faith · Yanyu Xu · Sicong Leng · Xinxing Xu · Yong Liu · Rick Siow Mong Goh
[ Slides
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6408
WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control
Claire Bizon Monroc · Ana Busic · Donatien Dubuc · Jiamin Zhu
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5306
MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Xinyu Fang · Kangrui Mao · Haodong Duan · Xiangyu Zhao · Yining Li · Dahua Lin · Kai Chen
[ Slides
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5309
Noisy Ostracods: A Fine-Grained, Imbalanced Real-World Dataset for Benchmarking Robust Machine Learning and Label Correction Methods
Jiamian Hu · Hong Yuanyuan · Yihua Chen · He Wang · Moriaki Yasuhara
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5211
RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation
Dongyu Ru · Lin Qiu · Xiangkun Hu · Tianhang Zhang · Peng Shi · Shuaichen Chang · Cheng Jiayang · Cunxiang Wang · Shichao Sun · Huanyu Li · Zizhao Zhang · Binjie Wang · Jiarong Jiang · Tong He · Zhiguo Wang · Pengfei Liu · Yue Zhang · Zheng Zhang
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5100
VastTrack: Vast Category Visual Object Tracking
Liang Peng · Junyuan Gao · Xinran Liu · Weihong Li · Shaohua Dong · Zhipeng Zhang · Heng Fan · Libo Zhang
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5101
RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content
Joao Monteiro · Pierre-André Noël · Étienne Marcotte · Sai Rajeswar Mudumba · Valentina Zantedeschi · David Vazquez · Nicolas Chapados · Chris Pal · Perouz Taslakian
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5103
FindingEmo: An Image Dataset for Emotion Recognition in the Wild
Laurent Mertens · Elahe Yargholi · Hans Op de Beeck · Jan Van den Stock · Joost Vennekens
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5508
Reproducibility study of "Robust Fair Clustering: A Novel Fairness Attack and Defense Framework"
Lucas Ponticelli · Vincent Loos · Eren Kocadag · Kacper Bartosik
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5602
On the Computational Landscape of Replicable Learning
Alkis Kalavasis · Amin Karbasi · Grigoris Velegkas · Felix Zhou
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6806
Policy Aggregation
Parand A. Alamdari · Soroush Ebadian · Ariel Procaccia
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6102
Stepping Forward on the Last Mile
Chen Feng · Jay Zhuo · Parker Zhang · Ramchalam Kinattinkara Ramakrishnan · Zhaocong Yuan · Andrew Zou Li
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6310
HEPrune: Fast Private Training of Deep Neural Networks With Encrypted Data Pruning
Yancheng Zhang · Mengxin Zheng · Yuzhang Shang · Xun Chen · Qian Lou
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6510
Learning to Cooperate with Humans using Generative Agents
Yancheng Liang · Daphne Chen · Abhishek Gupta · Simon Du · Natasha Jaques
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6110
Regularized Adaptive Momentum Dual Averaging with an Efficient Inexact Subproblem Solver for Training Structured Neural Network
Zih-Syuan Huang · Ching-pei Lee
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6907
Corruption-Robust Linear Bandits: Minimax Optimality and Gap-Dependent Misspecification
Haolin Liu · Artin Tajdini · Andrew Wagenmaker · Chen-Yu Wei
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6908
Reinforcement Learning with Lookahead Information
Nadav Merlis
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7304
Stochastic Optimal Control Matching
Carles Domingo i Enrich · Jiequn Han · Brandon Amos · Joan Bruna · Ricky T. Q. Chen
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7306
Low Precision Local Training is Enough for Federated Learning
Zhiwei Li · Yiqiu LI · Binbin Lin · Zhongming Jin · Weizhong Zhang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7001
The Space Complexity of Approximating Logistic Loss
Gregory Dexter · Petros Drineas · Rajiv Khanna
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5700
Derandomizing Multi-Distribution Learning
Kasper Green Larsen · Omar Montasser · Nikita Zhivotovskiy
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6210
Reimagining Mutual Information for Enhanced Defense against Data Leakage in Collaborative Inference
Lin Duan · Jingwei Sun · Jinyuan Jia · Yiran Chen · Maria Gorlatova
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6303
Off-Policy Selection for Initiating Human-Centric Experimental Design
Ge Gao · Xi Yang · Qitong Gao · Song Ju · Miroslav Pajic · Min Chi
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5701
Online Estimation via Offline Estimation: An Information-Theoretic Framework
Dylan J Foster · Yanjun Han · Jian Qian · Alexander Rakhlin
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7308
Entity Alignment with Noisy Annotations from Large Language Models
CHEN SHENGYUAN · Qinggang Zhang · Junnan Dong · Wen Hua · Qing Li · Xiao Huang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7309
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation
Zhongzhen Huang · Yankai Jiang · Rongzhao Zhang · Shaoting Zhang · Xiaofan Zhang
[ Slides [ Poster [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6007
Learning to Solve Quadratic Unconstrained Binary Optimization in a Classification Way
Ming Chen · Jie Chun · Shang Xiang · Luona Wei · Yonghao Du · Qian Wan · Yuning Chen · Yingwu Chen
[ Slides [ Poster [ OpenReview
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6503
SeeA*: Efficient Exploration-Enhanced A* Search by Selective Sampling
Dengwei Zhao · Shikui Tu · Lei Xu
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6306
GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning
Jaewoo Lee · Sujin Yun · Taeyoung Yun · Jinkyoo Park
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5702
Solving Sparse \& High-Dimensional-Output Regression via Compression
Renyuan Li · Zhehui Chen · Guanyi Wang
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5904
Nesterov acceleration despite very noisy gradients
Kanan Gupta · Jonathan W. Siegel · Stephan Wojtowytsch
[ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5703
Metric Transforms and Low Rank Representations of Kernels for Fast Attention
Timothy Chu · Josh Alman · Gary L. Miller · Shyam Narayanan · Mark Sellke · Zhao Song
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7206
Sparsity-Agnostic Linear Bandits with Adaptive Adversaries
Tianyuan Jin · Kyoungseok Jang · Nicolò Cesa-Bianchi
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6504
SkiLD: Unsupervised Skill Discovery Guided by Factor Interactions
Zizhao Wang · Jiaheng Hu · Caleb Chuck · Stephen Chen · Roberto Martín-Martín · Amy Zhang · Scott Niekum · Peter Stone
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5911
Piecewise-Stationary Bandits with Knapsacks
Xilin Zhang · Wang Chi Cheung
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6803
Autobidder's Dilemma: Why More Sophisticated Autobidders Lead to Worse Auction Efficiency
Yuan Deng · Jieming Mao · Vahab Mirrokni · Hanrui Zhang · Song Zuo
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5601
DLAD: Improving Logits-based Detector without Logits from Black-box LLMs
Cong Zeng · Shengkun Tang · Xianjun Yang · Yuanzhou Chen · Yiyou Sun · Zhiqiang Xu · Yao Li · Haifeng Chen · Wei Cheng · Dongkuan (DK) Xu
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5704
The Price of Implicit Bias in Adversarially Robust Generalization
Nikolaos Tsilivis · Natalie Frank · Nati Srebro · Julia Kempe
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6705
TALoS: Enhancing Semantic Scene Completion via Test-time Adaptation on the Line of Sight
Hyun-Kurl Jang · Jihun Kim · Hyeokjun Kweon · Kuk-Jin Yoon
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6605
Speculative Monte-Carlo Tree Search
Scott Cheng · Mahmut T Kandemir · Ding-Yong Hong
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6104
Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal
Juliusz Ziomek · Masaki Adachi · Michael A Osborne
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5905
SkipPredict: When to Invest in Predictions for Scheduling
Rana Shahout · Michael Mitzenmacher
[ Slides [ Poster [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5705
Semi-Supervised Sparse Gaussian Classification: Provable Benefits of Unlabeled Data
Eyar Azar · Boaz Nadler
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5509
Reproducibility Study of "Robust Fair Clustering: A Novel Fairness Attack and Defense Framework"
Iason Skylitsis · Zheng Feng · Idries Nasim · Camille Niessink
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7203
Wasserstein Gradient Boosting: A Framework for Distribution-Valued Supervised Learning
Takuo Matsubara
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7201
Distributional regression: CRPS-error bounds for model fitting, model selection and convex aggregation
Dombry Clement · Ahmed Zaoui
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6401
Improving Deep Reinforcement Learning by Reducing the Chain Effect of Value and Policy Churn
Hongyao Tang · Glen Berseth
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7200
OW-VISCapTor: Abstractors for Open-World Video Instance Segmentation and Captioning
Anwesa Choudhuri · Girish Chowdhary · Alex Schwing
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6208
Nearly Tight Black-Box Auditing of Differentially Private Machine Learning
Meenatchi Sundaram Muthu Selva Annamalai · Emiliano De Cristofaro
[ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5708
4+3 Phases of Compute-Optimal Neural Scaling Laws
Elliot Paquette · Courtney Paquette · Lechao Xiao · Jeffrey Pennington
[ Poster [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6802
Mechanism design augmented with output advice
George Christodoulou · Alkmini Sgouritsa · Ioannis Vlachos
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6005
Collaboration! Towards Robust Neural Methods for Routing Problems
Jianan Zhou · Yaoxin Wu · Zhiguang Cao · Wen Song · Jie Zhang · Zhiqi Shen
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7101
Transformers Represent Belief State Geometry in their Residual Stream
Adam Shai · Paul Riechers · Lucas Teixeira · Alexander Oldenziel · Sarah Marzen
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6109
Conformal Inverse Optimization
Bo Lin · Erick Delage · Timothy Chan
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6002
BitDelta: Your Fine-Tune May Only Be Worth One Bit
James Liu · Guangxuan Xiao · Kai Li · Jason Lee · Song Han · Tri Dao · Tianle Cai
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7102
Spiking Transformer with Experts Mixture
Zhaokun Zhou · Yijie Lu · Yanhao Jia · Kaiwei Che · Jun Niu · Liwei Huang · Xinyu Shi · Yuesheng Zhu · Guoqi Li · Zhaofei Yu · Li Yuan
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6409
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning
Xinran Li · Ling Pan · Jun Zhang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6910
Balancing Context Length and Mixing Times for Reinforcement Learning at Scale
Matthew Riemer · Khimya Khetarpal · Janarthanan Rajendran · Sarath Chandar
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5910
Bandits with Abstention under Expert Advice
Stephen Pasteris · Alberto Rumi · Maximilian Thiessen · Shota Saito · Atsushi Miyauchi · Fabio Vitale · Mark Herbster
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5502
Geometry Cloak: Preventing TGS-based 3D Reconstruction from Copyrighted Images
Qi Song · Ziyuan Luo · Ka Chun Cheung · Simon See · Renjie Wan
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5709
Separation and Bias of Deep Equilibrium Models on Expressivity and Learning Dynamics
Zhoutong Wu · Yimu Zhang · Cong Fang · Zhouchen Lin
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5710
Robust Mixture Learning when Outliers Overwhelm Small Groups
Daniil Dmitriev · Rares-Darius Buhai · Stefan Tiegel · Alexander Wolters · Gleb Novikov · Amartya Sanyal · David Steurer · Fanny Yang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6001
CoBo: Collaborative Learning via Bilevel Optimization
Diba Hashemi · Lie He · Martin Jaggi
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5900
FUGAL: Feature-fortified Unrestricted Graph Alignment
Aditya Bommakanti · Harshith Vonteri · Konstantinos Skitsas · Sayan Ranu · Davide Mottin · Panagiotis Karras
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6706
Cloud Object Detector Adaptation by Integrating Different Source Knowledge
Shuaifeng Li · Mao Ye · Lihua Zhou · Nianxin Li · Siying Xiao · Song Tang · Xiatian Zhu
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5107
Sample Efficient Bayesian Learning of Causal Graphs from Interventions
Zihan Zhou · Muhammad Qasim Elahi · Murat Kocaoglu
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6506
Parallelizing Model-based Reinforcement Learning Over the Sequence Length
Zirui Wang · Yue DENG · Junfeng Long · Yin Zhang
[ Slides [ Poster [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6307
Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning
Lanqing Li · Hai Zhang · Xinyu Zhang · Shatong Zhu · Yang YU · Junqiao Zhao · Pheng-Ann Heng
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6308
An Offline Adaptation Framework for Constrained Multi-Objective Reinforcement Learning
Qian Lin · Zongkai Liu · Danying Mo · Chao Yu
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5609
Near-Optimality of Contrastive Divergence Algorithms
Pierre Glaser · Kevin Han Huang · Arthur Gretton
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5810
Almost Minimax Optimal Best Arm Identification in Piecewise Stationary Linear Bandits
Yunlong Hou · Vincent Tan · Zixin Zhong
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5608
On the Complexity of Learning Sparse Functions with Statistical and Gradient Queries
Nirmit Joshi · Theodor Misiakiewicz · Nati Srebro
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6004
Fundamental Convergence Analysis of Sharpness-Aware Minimization
Pham Khanh · Hoang-Chau Luong · Boris Mordukhovich · Dat Tran
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6507
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference
Benjamin Eysenbach · Vivek Myers · Ruslan Salakhutdinov · Sergey Levine
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5809
Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits
Julien Zhou · Pierre Gaillard · Thibaud Rahier · Houssam Zenati · Julyan Arbel
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5108
Ordering-Based Causal Discovery for Linear and Nonlinear Relations
Zhuopeng Xu · Yujie Li · Cheng Liu · Ning Gui
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7104
SaulLM-54B & SaulLM-141B: Scaling Up Domain Adaptation for the Legal Domain
Pierre Colombo · Telmo Pessoa Pires · Malik Boudiaf · Rui Melo · Gabriel Hautreux · Etienne Malaboeuf · Johanne Charpentier · Dominic Culver · Michael Desa
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6707
CLIPCEIL: Domain Generalization through CLIP via Channel rEfinement and Image-text aLignment
Xi Yu · Shinjae Yoo · Yuewei Lin
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6206
Differential Privacy in Scalable General Kernel Learning via $K$-means Nystr{\"o}m Random Features
Bonwoo Lee · Jeongyoun Ahn · Cheolwoo Park
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5808
Online Composite Optimization Between Stochastic and Adversarial Environments
Yibo Wang · SIJIA CHEN · Wei Jiang · Wenhao Yang · Yuanyu Wan · Lijun Zhang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5110
Marrying Causal Representation Learning with Dynamical Systems for Science
Dingling Yao · Caroline Muller · Francesco Locatello
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5009
Identifiability Guarantees for Causal Disentanglement from Purely Observational Data
Ryan Welch · Jiaqi Zhang · Caroline Uhler
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6602
Exploratory Retrieval-Augmented Planning For Continual Embodied Instruction Following
Minjong Yoo · Jinwoo Jang · Wei-Jin Park · Honguk Woo
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5908
An Improved Empirical Fisher Approximation for Natural Gradient Descent
Xiaodong Wu · Wenyi Yu · Chao Zhang · Phil Woodland
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5008
Efficient and Sharp Off-Policy Evaluation in Robust Markov Decision Processes
Andrew Bennett · Nathan Kallus · Miruna Oprescu · Wen Sun · Kaiwen Wang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5807
Online Control with Adversarial Disturbance for Continuous-time Linear Systems
Jingwei Li · Jing Dong · Can Chang · Baoxiang Wang · Jingzhao Zhang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5800
Lower Bounds of Uniform Stability in Gradient-Based Bilevel Algorithms for Hyperparameter Optimization
Rongzhen Wang · Chenyu Zheng · Guoqiang Wu · Xu Min · Xiaolu Zhang · Jun Zhou · Chongxuan LI
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6009
A Globally Optimal Portfolio for m-Sparse Sharpe Ratio Maximization
Yizun Lin · Zhao-Rong Lai · Cheng Li
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6801
Putting Gale & Shapley to Work: Guaranteeing Stability Through Learning
Hadi Hosseini · Sanjukta Roy · Duohan Zhang
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5806
Communication Bounds for the Distributed Experts Problem
Zhihao Jia · Qi Pang · Trung Tran · David Woodruff · Zhihao Zhang · Wenting Zheng
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6611
Initializing Services in Interactive ML Systems for Diverse Users
Avinandan Bose · Mihaela Curmei · Daniel Jiang · Jamie Morgenstern · Sarah Dean · Lillian Ratliff · Maryam Fazel
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6300
Enhancing Robustness in Deep Reinforcement Learning: A Lyapunov Exponent Approach
Rory Young · Nicolas Pugeault
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7106
Last-Iterate Convergence for Generalized Frank-Wolfe in Monotone Variational Inequalities
Zaiwei Chen · Eric Mazumdar
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5804
Online Non-convex Learning in Dynamic Environments
Zhipan Xu · Lijun Zhang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6800
Is Knowledge Power? On the (Im)possibility of Learning from Strategic Interactions
Nivasini Ananthakrishnan · Nika Haghtalab · Chara Podimata · Kunhe Yang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5004
Intervention and Conditioning in Causal Bayesian Networks
Sainyam Galhotra · Joseph Halpern
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7109
FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection
Xinting Liao · Weiming Liu · Pengyang Zhou · Fengyuan Yu · Jiahe Xu · Jun Wang · Wenjie Wang · Chaochao Chen · Xiaolin Zheng
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7110
Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization
Boshi Wang · Xiang Yue · Yu Su · Huan Sun
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6700
Contracting with a Learning Agent
Guru Guruganesh · Yoav Kolumbus · Jon Schneider · Inbal Talgam-Cohen · Emmanouil-Vasileios Vlatakis-Gkaragkounis · Joshua Wang · S. Weinberg
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5706
Credit Attribution and Stable Compression
Roi Livni · Shay Moran · Kobbi Nissim · Chirag Pabbaraju
[ Poster [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5805
Sample Complexity of Posted Pricing for a Single Item
Billy Jin · Thomas Kesselheim · Will Ma · Sahil Singla
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5605
Oracle-Efficient Differentially Private Learning with Public Data
Adam Block · Mark Bun · Rathin Desai · Abhishek Shetty · Steven Wu
[ Slides [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5409
FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection
Jiaqi Wang · Xiaochen Wang · Lingjuan Lyu · Jinghui Chen · Fenglong Ma
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6600
Exploring the Edges of Latent State Clusters for Goal-Conditioned Reinforcement Learning
Yuanlin Duan · Guofeng Cui · He Zhu
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5406
BLEnD: A Benchmark for LLMs on Everyday Knowledge in Diverse Cultures and Languages
Junho Myung · Nayeon Lee · Yi Zhou · Jiho Jin · Rifki Putri · Dimosthenis Antypas · Hsuvas Borkakoty · Eunsu Kim · Carla Perez-Almendros · Abinew Ali Ayele · Victor Gutierrez Basulto · Yazmin Ibanez-Garcia · Hwaran Lee · Shamsuddeen H Muhammad · Kiwoong Park · Anar Rzayev · Nina White · Seid Muhie Yimam · Mohammad Taher Pilehvar · Nedjma Ousidhoum · Jose Camacho-Collados · Alice Oh
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5604
Provable Benefit of Cutout and CutMix for Feature Learning
Junsoo Oh · Chulhee Yun
[ Slides [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5803
Saliency-driven Experience Replay for Continual Learning
Giovanni Bellitto · Federica Proietto Salanitri · Matteo Pennisi · Matteo Boschini · Lorenzo Bonicelli · Angelo Porrello · SIMONE CALDERARA · Simone Palazzo · Concetto Spampinato
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6000
Revisiting Ensembling in One-Shot Federated Learning
Youssef Allouah · Akash Dhasade · Rachid Guerraoui · Nirupam Gupta · Anne-marie Kermarrec · Rafael Pinot · Rafael Pires · Rishi Sharma
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6905
Progressive Entropic Optimal Transport Solvers
Parnian Kassraie · Aram-Alexandre Pooladian · Michal Klein · James Thornton · Jonathan Niles-Weed · Marco Cuturi
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5504
Towards Harmless Rawlsian Fairness Regardless of Demographic Prior
Xuanqian Wang · Jing Li · Ivor Tsang · Yew Soon Ong
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6203
DataStealing: Steal Data from Diffusion Models in Federated Learning with Multiple Trojans
Yuan Gan · Jiaxu Miao · Yi Yang
[ Slides [ Poster [ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6202
Sample-Efficient Private Learning of Mixtures of Gaussians
Hassan Ashtiani · Mahbod Majid · Shyam Narayanan
[ OpenReview
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7008
The Sample-Communication Complexity Trade-off in Federated Q-Learning
Sudeep Salgia · Yuejie Chi
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5802
Robust Neural Contextual Bandit against Adversarial Corruptions
Yunzhe Qi · Yikun Ban · Arindam Banerjee · Jingrui He
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6808
Improved Regret of Linear Ensemble Sampling
Harin Lee · Min-hwan Oh
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5207
IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos
Yunong Liu · Weiyu Liu · Shubh Khanna · Cristobal Eyzaguirre · Manling Li · Juan Carlos Niebles · Vineeth Ravi · Saumitra Mishra · Jiajun Wu
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5507
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models
Ruinan Jin · Zikang Xu · Yuan Zhong · Qingsong Yao · DOU QI · S. Kevin Zhou · Xiaoxiao Li
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5204
PUZZLES: A Benchmark for Neural Algorithmic Reasoning
Benjamin Estermann · Luca Lanzendörfer · Yannick Niedermayr · Roger Wattenhofer
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7006
Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers
Siyu Chen · Heejune Sheen · Tianhao Wang · Zhuoran Yang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5909
The High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms
Elizabeth Collins-Woodfin · Inbar Seroussi · Begoña García Malaxechebarría · Andrew W. Mackenzie · Elliot Paquette · Courtney Paquette
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6201
Disentangled Style Domain for Implicit $z$-Watermark Towards Copyright Protection
Junqiang Huang · Zhaojun Guo · Ge Luo · Zhenxing Qian · Sheng Li · Xinpeng Zhang
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6906
Aligning Embeddings and Geometric Random Graphs: Informational Results and Computational Approaches for the Procrustes-Wasserstein Problem
Mathieu Even · Luca Ganassali · Jakob Maier · Laurent Massoulié
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6100
Differentially Private Optimization with Sparse Gradients
Badih Ghazi · Cristóbal Guzmán · Pritish Kamath · Ravi Kumar · Pasin Manurangsi
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6701
Efficiency of the First-Price Auction in the Autobidding World
Yuan Deng · Jieming Mao · Vahab Mirrokni · Hanrui Zhang · Song Zuo
[ OpenReview
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5102
AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents
Ma Chang · Junlei Zhang · Zhihao Zhu · Cheng Yang · Yujiu Yang · Yaohui Jin · Zhenzhong Lan · Lingpeng Kong · Junxian He
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6900
Nearly Optimal Approximation of Matrix Functions by the Lanczos Method
Noah Amsel · Tyler Chen · Anne Greenbaum · Cameron Musco · Christopher Musco
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6101
Privacy without Noisy Gradients: Slicing Mechanism for Generative Model Training
Kristjan Greenewald · Yuancheng Yu · Hao Wang · Kai Xu
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7005
B-ary Tree Push-Pull Method is Provably Efficient for Distributed Learning on Heterogeneous Data
Runze You · Shi Pu
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6702
Aggregating Quantitative Relative Judgments: From Social Choice to Ranking Prediction
Yixuan Xu · Hanrui Zhang · Yu Cheng · Vincent Conitzer
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6501
Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning
Alessandro Montenegro · Marco Mussi · Matteo Papini · Alberto Maria Metelli
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6902
Learning from Noisy Labels via Conditional Distributionally Robust Optimization
Hui GUO · Grace Yi · Boyu Wang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5801
An Adaptive Approach for Infinitely Many-armed Bandits under Generalized Rotting Constraints
Jung-hun Kim · Milan Vojnovic · Se-Young Yun
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6703
Maximizing utility in multi-agent environments by anticipating the behavior of other learners
Angelos Assos · Yuval Dagan · Constantinos Daskalakis
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7003
Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations
Hao Chen · Ankit Shah · Jindong Wang · Ran Tao · Yidong Wang · Xiang Li · Xing Xie · Masashi Sugiyama · Rita Singh · Bhiksha Raj
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5105
Causal discovery with endogenous context variables
Wiebke Günther · Oana-Iuliana Popescu · Martin Rabel · Urmi Ninad · Andreas Gerhardus · Jakob Runge
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6309
On Differentially Private U Statistics
Kamalika Chaudhuri · Po-Ling Loh · Shourya Pandey · Purnamrita Sarkar
[ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5902
Exploring Jacobian Inexactness in Second-Order Methods for Variational Inequalities: Lower Bounds, Optimal Algorithms and Quasi-Newton Approximations
Artem Agafonov · Petr Ostroukhov · Roman Mozhaev · Konstantin Yakovlev · Eduard Gorbunov · Martin Takac · Alexander Gasnikov · Dmitry Kamzolov
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6010
Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data
Jiaojiao Zhang · Jiang Hu · Anthony Man-Cho So · Mikael Johansson
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6402
Multi-turn Reinforcement Learning with Preference Human Feedback
Lior Shani · Aviv Rosenberg · Asaf Cassel · Oran Lang · Daniele Calandriello · Avital Zipori · Hila Noga · Orgad Keller · Bilal Piot · Idan Szpektor · Avinatan Hassidim · Yossi Matias · Remi Munos
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6704
IODA: Instance-Guided One-shot Domain Adaptation for Super-Resolution
Zaizuo Tang · Yu-Bin Yang
[ Poster [ OpenReview
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6304
Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs
Matthew Zurek · Yudong Chen
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6107
Decision-Focused Learning with Directional Gradients
Michael Huang · Vishal Gupta
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6108
Localized Adaptive Risk Control
Matteo Zecchin · Osvaldo Simeone
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5707
Entropy testing and its application to testing Bayesian networks
Clément L Canonne · Qiping Yang
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6604
Learning World Models for Unconstrained Goal Navigation
Yuanlin Duan · Wensen Mao · He Zhu
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5501
Fairness-Aware Estimation of Graphical Models
Zhuoping Zhou · Davoud Ataee Tarzanagh · Bojian Hou · Qi Long · Li Shen
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6610
Boosted Conformal Prediction Intervals
Ran Xie · Rina Barber · Emmanuel Candes
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5610
Towards a Theoretical Understanding of the 'Reversal Curse' via Training Dynamics
Hanlin Zhu · Baihe Huang · Shaolun Zhang · Michael Jordan · Jiantao Jiao · Yuandong Tian · Stuart J Russell
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5907
Why Warmup the Learning Rate? Underlying Mechanisms and Improvements
Dayal Singh Kalra · Maissam Barkeshli
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5109
Natural Counterfactuals With Necessary Backtracking
GUANG-YUAN HAO · Jiji Zhang · Biwei Huang · Hao Wang · Kun Zhang
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6404
Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning
Zhishuai Liu · Pan Xu
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6904
Off-policy estimation with adaptively collected data: the power of online learning
Jeonghwan Lee · Cong Ma
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7009
Boosting Semi-Supervised Scene Text Recognition via Viewing and Summarizing
Yadong Qu · Yuxin Wang · Bangbang Zhou · Zixiao Wang · Hongtao Xie · Yongdong Zhang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6106
Minimizing UCB: a Better Local Search Strategy in Local Bayesian Optimization
ZHEYI FAN · Wenyu Wang · Szu Hui Ng · Qingpei Hu
[ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6200
Private Edge Density Estimation for Random Graphs: Optimal, Efficient and Robust
Hongjie Chen · Jingqiu Ding · Yiding Hua · David Steurer
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6609
Externally Valid Policy Evaluation from Randomized Trials Using Additional Observational Data
Sofia Ek · Dave Zachariah
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7004
FineStyle: Fine-grained Controllable Style Personalization for Text-to-image Models
Gong Zhang · Kihyuk Sohn · Meera Hahn · Humphrey Shi · Irfan Essa
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6708
Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel
Jialin Li · Marta Zagorowska · Giulia De Pasquale · Alisa Rupenyan · John Lygeros
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6608
Multi-Reward Best Policy Identification
Alessio Russo · Filippo Vannella
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6607
Focus On What Matters: Separated Models For Visual-Based RL Generalization
Di Zhang · Bowen Lv · Hai Zhang · Feifan Yang · Junqiao Zhao · Hang Yu · Chang Huang · Hongtu Zhou · Chen Ye · changjun jiang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7305
Unified Generative and Discriminative Training for Multi-modal Large Language Models
Wei Chow · Juncheng Li · Qifan Yu · Kaihang Pan · Hao Fei · Zhiqi Ge · Shuaiyang · Siliang Tang · Hanwang Zhang · QIANRU SUN
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6410
Learning to Balance Altruism and Self-interest Based on Empathy in Mixed-Motive Games
Fanqi Kong · Yizhe Huang · Song-Chun Zhu · Siyuan Qi · Xue Feng
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7210
Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Generation
Guillaume Huguet · James Vuckovic · Kilian FATRAS · Eric Thibodeau-Laufer · Pablo Lemos · Riashat Islam · Chenghao Liu · Jarrid Rector-Brooks · Tara Akhound-Sadegh · Michael Bronstein · Alexander Tong · Joey Bose
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6305
Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning
Marvin Alles · Philip Becker-Ehmck · Patrick van der Smagt · Maximilian Karl
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7208
VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks
Jiannan Wu · Muyan Zhong · Sen Xing · Zeqiang Lai · Zhaoyang Liu · Zhe Chen · Wenhai Wang · Xizhou Zhu · Lewei Lu · Tong Lu · Ping Luo · Yu Qiao · Jifeng Dai
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7000
Learning-Augmented Approximation Algorithms for Maximum Cut and Related Problems
Vincent Cohen-Addad · Tommaso d’Orsi · Anupam Gupta · Euiwoong Lee · Debmalya Panigrahi
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6209
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy
Zeki Kazan · Jerome Reiter
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6006
Generalization Bound and Learning Methods for Data-Driven Projections in Linear Programming
Shinsaku Sakaue · Taihei Oki
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6008
Loss Landscape Characterization of Neural Networks without Over-Parametrization
Rustem Islamov · Niccolò Ajroldi · Antonio Orvieto · Aurelien Lucchi
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5506
Do Counterfactually Fair Image Classifiers Satisfy Group Fairness? -- A Theoretical and Empirical Study
Sangwon Jung · Sumin Yu · Sanghyuk Chun · Taesup Moon
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7205
Nonparametric Classification on Low Dimensional Manifolds using Overparameterized Convolutional Residual Networks
Zixuan Zhang · Kaiqi Zhang · Minshuo Chen · Yuma Takeda · Mengdi Wang · Tuo Zhao · Yu-Xiang Wang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5600
Fairness-Aware Meta-Learning via Nash Bargaining
Yi Zeng · Xuelin Yang · Li Chen · Cristian Ferrer · Ming Jin · Michael Jordan · Ruoxi Jia
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7202
Improving Generalization and Convergence by Enhancing Implicit Regularization
Mingze Wang · Jinbo Wang · Haotian He · Zilin Wang · Guanhua Huang · Feiyu Xiong · Zhiyu li · Weinan E · Lei Wu
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6612
Adaptive Sampling for Efficient Softmax Approximation
Tavor Baharav · Ryan Kang · Colin Sullivan · Mo Tiwari · Eric Luxenberg · David Tse · Mert Pilanci
[ Slides [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7103
MILP-StuDio: MILP Instance Generation via Block Structure Decomposition
Haoyang Liu · Jie Wang · Wanbo Zhang · Zijie Geng · Yufei Kuang · Xijun Li · Bin Li · Yongdong Zhang · Feng Wu
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6603
Rethinking Inverse Reinforcement Learning: from Data Alignment to Task Alignment
Weichao Zhou · Wenchao Li
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6207
A Huber Loss Minimization Approach to Mean Estimation under User-level Differential Privacy
Puning Zhao · Lifeng LAI · Li Shen · Qingming Li · Jiafei Wu · Zhe Liu
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6508
DiffPhyCon: A Generative Approach to Control Complex Physical Systems
Long Wei · Peiyan Hu · Ruiqi Feng · Haodong Feng · Yixuan Du · Tao Zhang · Rui Wang · Yue Wang · Zhi-Ming Ma · Tailin Wu
[ Slides [ Poster [ OpenReview
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6601
RL-GPT: Integrating Reinforcement Learning and Code-as-policy
Shaoteng Liu · Haoqi Yuan · Minda Hu · Yanwei Li · Yukang Chen · Shu Liu · Zongqing Lu · Jiaya Jia
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5007
Proximal Causal Inference With Text Data
Jacob Chen · Rohit Bhattacharya · Katherine Keith
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7105
VLG-CBM: Training Concept Bottleneck Models with Vision-Language Guidance
Divyansh Srivastava · Ge Yan · Lily Weng
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5006
Causal Temporal Representation Learning with Nonstationary Sparse Transition
Xiangchen Song · Zijian Li · Guangyi Chen · Yujia Zheng · Yewen Fan · Xinshuai Dong · Kun Zhang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6301
Neural Combinatorial Optimization for Robust Routing Problem with Uncertain Travel Times
Pei Xiao · Zizhen Zhang · Jinbiao Chen · Jiahai Wang · Zhenzhen Zhang
[ Poster [ OpenReview
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7108
Policy Learning from Tutorial Books via Understanding, Rehearsing and Introspecting
Xiong-Hui Chen · Ziyan Wang · Yali Du · Shengyi Jiang · Meng Fang · Yang Yu · Jun Wang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6509
Reward Machines for Deep RL in Noisy and Uncertain Environments
Andrew Li · Zizhao Chen · Toryn Klassen · Pashootan Vaezipoor · Rodrigo Icarte · Sheila McIlraith
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5503
Proportional Fairness in Non-Centroid Clustering
Ioannis Caragiannis · Evi Micha · Nisarg Shah
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5505
Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty
Elita Lobo · Justin Payan · Cyrus Cousins · Yair Zick
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5003
Higher-Order Causal Message Passing for Experimentation with Complex Interference
Mohsen Bayati · Yuwei Luo · William Overman · Mohamad Sadegh Shirani Faradonbeh · Ruoxuan Xiong
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5002
Stochastic Optimization Algorithms for Instrumental Variable Regression with Streaming Data
Xuxing Chen · Abhishek Roy · Yifan Hu · Krishnakumar Balasubramanian
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5005
DeepITE: Designing Variational Graph Autoencoders for Intervention Target Estimation
Hongyuan Tao · Hang Yu · Jianguo Li
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6500
A Method for Evaluating Hyperparameter Sensitivity in Reinforcement Learning
Jacob Adkins · Michael Bowling · Adam White
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6903
Generalized Fast Exact Conformalization
Diyang Li
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6809
Occupancy-based Policy Gradient: Estimation, Convergence, and Optimality
Audrey Huang · Nan Jiang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7107
Matching the Statistical Query Lower Bound for $k$-Sparse Parity Problems with Sign Stochastic Gradient Descent
Yiwen Kou · Zixiang Chen · Quanquan Gu · Sham Kakade
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6204
Exactly Minimax-Optimal Locally Differentially Private Sampling
Hyun-Young Park · Shahab Asoodeh · Si-Hyeon Lee
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6405
Local Linearity: the Key for No-regret Reinforcement Learning in Continuous MDPs
Davide Maran · Alberto Maria Metelli · Matteo Papini · Marcello Restelli
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6302
Genetic-guided GFlowNets for Sample Efficient Molecular Optimization
Hyeonah Kim · Minsu Kim · Sanghyeok Choi · Jinkyoo Park
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7010
Autoformalize Mathematical Statements by Symbolic Equivalence and Semantic Consistency
Zenan Li · Yifan Wu · Zhaoyu Li · Xinming Wei · Xian Zhang · Fan Yang · Xiaoxing Ma
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6810
MetaCURL: Non-stationary Concave Utility Reinforcement Learning
Bianca Marin Moreno · Margaux Brégère · Pierre Gaillard · Nadia Oudjane
[ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5106
Do causal predictors generalize better to new domains?
Vivian Nastl · Moritz Hardt
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7007
Adaptable Logical Control for Large Language Models
Honghua Zhang · Po-Nien Kung · Masahiro Yoshida · Guy Van den Broeck · Nanyun Peng
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6807
A theoretical case-study of Scalable Oversight in Hierarchical Reinforcement Learning
Tom Yan · Zachary Lipton
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5901
Multidimensional Fractional Programming for Normalized Cuts
Yannan Chen · Beichen Huang · Licheng Zhao · Kaiming Shen
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6901
Adaptive Experimentation When You Can't Experiment
Yao Zhao · Kwang-Sung Jun · Tanner Fiez · Lalit Jain
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6003
FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction
Feijie Wu · Xingchen Wang · Yaqing Wang · TIanci Liu · Lu Su · Jing Gao
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6105
Stopping Bayesian Optimization with Probabilistic Regret Bounds
James Wilson
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5510
Can LLMs Implicitly Learn Numeric Parameter Constraints in Data Science APIs?
Yinlin Deng · Chunqiu Steven Xia · Zhezhen Cao · Meiziniu Li · LINGMING ZHANG
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5906
From Linear to Linearizable Optimization: A Novel Framework with Applications to Stationary and Non-stationary DR-submodular Optimization
Mohammad Pedramfar · Vaneet Aggarwal
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7204
On Weak Regret Analysis for Dueling Bandits
El Mehdi Saad · Alexandra Carpentier · Tomáš Kocák · Nicolas Verzelen
[ OpenReview
Oral Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6909
Statistical Efficiency of Distributional Temporal Difference Learning
Yang Peng · Liangyu Zhang · Zhihua Zhang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6205
LLM Dataset Inference: Did you train on my dataset?
Pratyush Maini · Hengrui Jia · Nicolas Papernot · Adam Dziedzic
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6505
Belief-State Query Policies for User-Aligned Planning under Partial Observability
Daniel Bramblett · Siddharth Srivastava
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6406
Rethinking Model-based, Policy-based, and Value-based Reinforcement Learning via the Lens of Representation Complexity
Guhao Feng · Han Zhong
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7207
DiffPO: A causal diffusion model for learning distributions of potential outcomes
Yuchen Ma · Valentyn Melnychuk · Jonas Schweisthal · Stefan Feuerriegel
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6805
Dueling over Dessert, Mastering the Art of Repeated Cake Cutting
Simina Branzei · MohammadTaghi Hajiaghayi · Reed Phillips · Suho Shin · Kun Wang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7209
Self-playing Adversarial Language Game Enhances LLM Reasoning
Pengyu Cheng · Tianhao Hu · Han Xu · Zhisong Zhang · Yong Dai · Lei Han · nan du · Xiaolong Li
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6502
Policy Mirror Descent with Lookahead
Kimon Protopapas · Anas Barakat
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5903
Semidefinite Relaxations of the Gromov-Wasserstein Distance
Junyu Chen · Binh T. Nguyen · Shang Koh · Yong Sheng Soh
[ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6103
Approximation-Aware Bayesian Optimization
Natalie Maus · Kyurae Kim · David Eriksson · Geoff Pleiss · John Cunningham · Jacob Gardner
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6011
Efficient Sign-Based Optimization: Accelerating Convergence via Variance Reduction
Wei Jiang · Sifan Yang · Wenhao Yang · Lijun Zhang
[ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6012
Adam with model exponential moving average is effective for nonconvex optimization
Kwangjun Ahn · Ashok Cutkosky
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6709
Batched Energy-Entropy acquisition for Bayesian Optimization
Felix Teufel · Carsten Stahlhut · Jesper Ferkinghoff-Borg
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5104
Causal Discovery from Event Sequences by Local Cause-Effect Attribution
Joscha Cüppers · Sascha Xu · Ahmed Musa · Jilles Vreeken
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5603
Is Cross-validation the Gold Standard to Estimate Out-of-sample Model Performance?
Garud Iyengar · Henry Lam · Tianyu Wang
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6400
Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity
Robby Costales · Stefanos Nikolaidis
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7100
Model Collapse Demystified: The Case of Regression
Elvis Dohmatob · Yunzhen Feng · Julia Kempe
[ OpenReview
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6804
Polynomial-Time Computation of Exact $\Phi$-Equilibria in Polyhedral Games
Gabriele Farina · Charilaos Pipis
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5606
Distribution Learning with Valid Outputs Beyond the Worst-Case
Nicholas Rittler · Kamalika Chaudhuri
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7307
Generalized Eigenvalue Problems with Generative Priors
Zhaoqiang Liu · Wen Li · Junren Chen
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5500
SureMap: Simultaneous mean estimation for single-task and multi-task disaggregated evaluation
Misha Khodak · Lester Mackey · Alexandra Chouldechova · Miro Dudik
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6403
Federated Ensemble-Directed Offline Reinforcement Learning
Desik Rengarajan · Nitin Ragothaman · Dileep Kalathil · Srinivas Shakkottai
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5607
Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer
Anqi Mao · Mehryar Mohri · Yutao Zhong
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6606
In-Trajectory Inverse Reinforcement Learning: Learn Incrementally From An Ongoing Trajectory
Shicheng Liu · Minghui Zhu
[ Slides [ Poster [ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6710
Optimal Design for Human Preference Elicitation
Subhojyoti Mukherjee · Anusha Lalitha · Kousha Kalantari · Aniket Anand Deshmukh · Ge Liu · Yifei Ma · Branislav Kveton
[ OpenReview
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5001
Causal-learn: Causal Discovery in Python
Yujia Zheng · Biwei Huang · Wei Chen · Joseph D Ramsey · Mingming Gong · Ruichu Cai · Shohei Shimizu · Peter Spirtes · Kun Zhang
[ JMLR
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5200
Through the Looking-Glass: Tracing Shifts in AI Data Consent across the Web
Shayne Longpre · Robert Mahari · Ariel Lee · Campbell Lund · Hamidah Oderinwale · William Brannon · Nayan Saxena · Naana Obeng-Marnu · Tobin South · Cole Hunter · Kevin Klyman · Christopher Klamm · Hailey Schoelkopf · Nikhil Singh · Manuel Cherep · Ahmad Anis · An Dinh · Caroline Shamiso Chitongo · Da Yin · Damien Sileo · Deividas Mataciunas · Diganta Misra · Emad Alghamdi · Enrico Shippole · Jianguo Zhang · Joanna Materzynska · Kun Qian · Kushagra Tiwary · Lester James V. Miranda · Manan Dey · Minnie Liang · Mohammed Hamdy · Niklas Muennighoff · Seonghyeon Ye · Seungone Kim · Shrestha Mohanty · Vipul Gupta · Vivek Sharma · Minh Chien Vu · Xuhui Zhou · Yizhi Li · Caiming Xiong · Luis Villa · Stella Biderman · Hanlin Li · Daphne Ippolito · Sara Hooker · Jad Kabbara · Alex Pentland
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5201
ActionAtlas: A VideoQA Benchmark for Fine-grained Action Recognition
Mohammadreza (Reza) Salehi · Jae Sung Park · Aditya Kusupati · Ranjay Krishna · Yejin Choi · Hannaneh Hajishirzi · Ali Farhadi
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5202
StreamBench: Towards Benchmarking Continuous Improvement of Language Agents
Cheng-Kuang Wu · Zhi Rui Tam · Chieh-Yen Lin · Yun-Nung (Vivian) Chen · Hung-yi Lee
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5206
The Multimodal Universe: Enabling Large-Scale Machine Learning with 70TBs of Astronomical Scientific Data
Eirini Angeloudi · Jeroen Audenaert · Micah Bowles · Benjamin M. Boyd · David Chemaly · Brian Cherinka · Ioana Ciucă · Miles Cranmer · Aaron Do · Matthew Grayling · Erin E. Hayes · Tom Hehir · Shirley Ho · Marc Huertas-Company · Kartheik Iyer · Maja Jablonska · Francois Lanusse · Henry Leung · Kaisey Mandel · Rafael Martínez-Galarza · Peter Melchior · Lucas Meyer · Liam Parker · Helen Qu · Jeff Shen · Michael Smith · Connor Stone · Mike Walmsley · John Wu
[ Slides
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5210
BeanCounter: A low-toxicity, large-scale, and open dataset of business-oriented text
Siyan Wang · Bradford Levy
[ Poster
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5311
SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation
Zeyao Ma · Bohan Zhang · Jing Zhang · Jifan Yu · Xiaokang Zhang · Xiaohan Zhang · Sijia Luo · Xi Wang · Jie Tang
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5308
WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
Léo Boisvert · Megh Thakkar · Maxime Gasse · Massimo Caccia · Thibault de Chezelles · Quentin Cappart · Nicolas Chapados · Alexandre Lacoste · Alexandre Drouin
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5305
NovoBench: Benchmarking Deep Learning-based \emph{De Novo} Sequencing Methods in Proteomics
Jingbo Zhou · Shaorong Chen · Jun Xia · Sizhe Liu · Tianze Ling · Wenjie Du · Yue Liu · Jianwei Yin · Stan Z. Li
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5304
Evaluating Numerical Reasoning in Text-to-Image Models
Ivana Kajic · Olivia Wiles · Isabela Albuquerque · Matthias Bauer · Su Wang · Jordi Pont-Tuset · Aida Nematzadeh
[ Slides
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5303
DECO-Bench: Unified Benchmark for Decoupled Task-Agnostic Synthetic Data Release
Farzaneh Askari · Lingjuan Lyu · Vivek Sharma
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5300
RoleAgent: Building, Interacting, and Benchmarking High-quality Role-Playing Agents from Scripts
Jiaheng Liu · Zehao Ni · Haoran Que · Sun · Noah Wang · Jian Yang · JiakaiWang · Hongcheng Guo · Z.Y. Peng · Ge Zhang · Jiayi Tian · Xingyuan Bu · Ke Xu · Wenge Rong · Junran Peng · ZHAO-XIANG ZHANG
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5403
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models
Tianle Gu · Zeyang Zhou · Kexin Huang · Liang Dandan · Yixu Wang · Haiquan Zhao · Yuanqi Yao · xingge qiao · Keqing wang · Yujiu Yang · Yan Teng · Yu Qiao · Yingchun Wang
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5404
Nuclear Fusion Diamond Polishing Dataset
Antonios Alexos · Junze Liu · Shashank Galla · Sean Hayes · Kshitij Bhardwaj · Alexander Schwartz · Monika Biener · Pierre Baldi · Satish Bukkapatnam · Suhas Bhandarkar
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5405
MMLONGBENCH-DOC: Benchmarking Long-context Document Understanding with Visualizations
Yubo Ma · Yuhang Zang · Liangyu Chen · Meiqi Chen · Yizhu Jiao · Xinze Li · Xinyuan Lu · Ziyu Liu · Yan Ma · Xiaoyi Dong · Pan Zhang · Liangming Pan · Yu-Gang Jiang · Jiaqi Wang · Yixin Cao · Aixin Sun
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5407
RealMAN: A Real-Recorded and Annotated Microphone Array Dataset for Dynamic Speech Enhancement and Localization
Bing Yang · Changsheng Quan · Yabo Wang · Pengyu Wang · Yujie Yang · Ying Fang · Nian Shao · Hui Bu · Xin Xu · Xiaofei Li
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5408
SS3DM: Benchmarking Street-View Surface Reconstruction with a Synthetic 3D Mesh Dataset
Yubin Hu · Kairui Wen · Heng Zhou · Xiaoyang Guo · Yong-jin Liu
[ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5410
Towards Open Respiratory Acoustic Foundation Models: Pretraining and Benchmarking
Yuwei Zhang · Tong Xia · Jing Han · Yu Wu · Georgios Rizos · Yang Liu · Mohammed Mosuily · J Ch · Cecilia Mascolo
[ Slides [ Poster
Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6407
JaxMARL: Multi-Agent RL Environments and Algorithms in JAX
Alexander Rutherford · Benjamin Ellis · Matteo Gallici · Jonathan Cook · Andrei Lupu · Garðar Ingvarsson Juto · Timon Willi · Ravi Hammond · Akbir Khan · Christian Schroeder de Witt · Alexandra Souly · Saptarashmi Bandyopadhyay · Mikayel Samvelyan · Minqi Jiang · Robert Lange · Shimon Whiteson · Bruno Lacerda · Nick Hawes · Tim Rocktäschel · Chris Lu · Jakob Foerster
Spotlight Poster
Wed Dec 11 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7002
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Yubo Wang · Xueguang Ma · Ge Zhang · Yuansheng Ni · Abhranil Chandra · Shiguang Guo · Weiming Ren · Aaran Arulraj · Xuan He · Ziyan Jiang · Tianle Li · Max KU · Kai Wang · Alex Zhuang · Rongqi Fan · Xiang Yue · Wenhu Chen
[ Slides [ Poster