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Expo Workshop
@ Room 291 None
DGL: Impactful graph neural networks: A Tale of Research and Productionization
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Multi-Lingual Acquisition on Multimodal Pre-training for Cross-modal Retrieval
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OpenReview]
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A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models
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OpenReview]
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Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning
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OpenReview]
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Moderate-fitting as a Natural Backdoor Defender for Pre-trained Language Models
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OpenReview]
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Outlier Suppression: Pushing the Limit of Low-bit Transformer Language Models
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OpenReview]
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P2P: Tuning Pre-trained Image Models for Point Cloud Analysis with Point-to-Pixel Prompting
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OpenReview]
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Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets
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OpenReview]
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TGEA 2.0: A Large-Scale Diagnostically Annotated Dataset with Benchmark Tasks for Text Generation of Pretrained Language Models
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OpenReview]
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Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset
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OpenReview]
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TaiSu: A 166M Large-scale High-Quality Dataset for Chinese Vision-Language Pre-training
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OpenReview]
Workshop
Mon Nov 28 07:00 AM -- 04:00 PM (PST) @ Room 283 None
Queer in AI
Expo Workshop
Mon Nov 28 07:30 AM -- 10:30 AM (PST) @ Room 291 None
PyTorch: New advances for large-scale training and performance optimizations
Expo Talk Panel
Mon Nov 28 08:30 AM -- 09:30 AM (PST) @ Theater B None
Machine Learning and Optimization for Automated Trading at HRT
Expo Talk Panel
Mon Nov 28 12:00 PM -- 01:00 PM (PST) @ Theater B None
Towards learning agents for solving complex real-world tasks
Invited Talk
Mon Nov 28 03:15 PM -- 04:00 PM (PST) @ Hall H None
Could a Large Language Model be Conscious?
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Poster
Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #107
Differentially Private Model Compression
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #117
Predictive Querying for Autoregressive Neural Sequence Models
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #138
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #241
UniCLIP: Unified Framework for Contrastive Language-Image Pre-training
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #232
Factuality Enhanced Language Models for Open-Ended Text Generation
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #231
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #424
On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #513
NaturalProver: Grounded Mathematical Proof Generation with Language Models
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #525
Fine-tuning language models to find agreement among humans with diverse preferences
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #640
Matryoshka Representation Learning
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #611
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #921
QUARK: Controllable Text Generation with Reinforced Unlearning
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OpenReview]
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Tue Nov 29 09:00 AM -- 11:00 AM (PST) @ Hall J #1037
Why do We Need Large Batchsizes in Contrastive Learning? A Gradient-Bias Perspective
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #107
Exploring Length Generalization in Large Language Models
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #231
Exploring the Limits of Domain-Adaptive Training for Detoxifying Large-Scale Language Models
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #439
Multimodal Contrastive Learning with LIMoE: the Language-Image Mixture of Experts
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #640
LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language Models
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #628
Effective Adaptation in Multi-Task Co-Training for Unified Autonomous Driving
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #621
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #605
Revisiting Neural Scaling Laws in Language and Vision
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #705
First is Better Than Last for Language Data Influence
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #706
When to Make Exceptions: Exploring Language Models as Accounts of Human Moral Judgment
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #707
Learning to Break the Loop: Analyzing and Mitigating Repetitions for Neural Text Generation
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #920
Solving Quantitative Reasoning Problems with Language Models
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #1027
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #1019
Multi-LexSum: Real-world Summaries of Civil Rights Lawsuits at Multiple Granularities
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #1012
The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset
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OpenReview]
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Tue Nov 29 02:00 PM -- 04:00 PM (PST) @ Hall J #1011
This is the way: designing and compiling LEPISZCZE, a comprehensive NLP benchmark for Polish
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #242
Fine-Tuning Pre-Trained Language Models Effectively by Optimizing Subnetworks Adaptively
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #215
Flamingo: a Visual Language Model for Few-Shot Learning
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #506
Fault-Aware Neural Code Rankers
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #513
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #520
Multi-Agent Reinforcement Learning is a Sequence Modeling Problem
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #527
LAMP: Extracting Text from Gradients with Language Model Priors
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #640
Confident Adaptive Language Modeling
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #630
Deep Compression of Pre-trained Transformer Models
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #738
Capturing Failures of Large Language Models via Human Cognitive Biases
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #900
LogiGAN: Learning Logical Reasoning via Adversarial Pre-training
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #904
Sparse Probabilistic Circuits via Pruning and Growing
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #926
🏘️ ProcTHOR: Large-Scale Embodied AI Using Procedural Generation
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #1033
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #1022
Forecasting Future World Events With Neural Networks
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #1014
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #1013
A Large Scale Search Dataset for Unbiased Learning to Rank
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OpenReview]
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Wed Nov 30 09:00 AM -- 11:00 AM (PST) @ Hall J #1003
[Re] Graph Edit Networks
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #115
Predictive Coding beyond Gaussian Distributions
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OpenReview]
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #125
HUMUS-Net: Hybrid Unrolled Multi-scale Network Architecture for Accelerated MRI Reconstruction
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OpenReview]
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #234
Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #410
Masked Autoencoding for Scalable and Generalizable Decision Making
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OpenReview]
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #524
Data Distributional Properties Drive Emergent In-Context Learning in Transformers
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OpenReview]
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #527
Do Current Multi-Task Optimization Methods in Deep Learning Even Help?
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OpenReview]
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #639
An empirical analysis of compute-optimal large language model training
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #706
Exploring evolution-aware & -free protein language models as protein function predictors
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #801
Decoupled Context Processing for Context Augmented Language Modeling
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #920
Training language models to follow instructions with human feedback
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #925
Visual Clues: Bridging Vision and Language Foundations for Image Paragraph Captioning
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #1041
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #1025
MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity Parsing
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Wed Nov 30 02:00 PM -- 04:00 PM (PST) @ Hall J #1012
LAION-5B: An open large-scale dataset for training next generation image-text models
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OpenReview]
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #107
Multi-Game Decision Transformers
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OpenReview]
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #139
Towards Efficient Post-training Quantization of Pre-trained Language Models
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #231
Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #332
When Does Differentially Private Learning Not Suffer in High Dimensions?
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #440
Back Razor: Memory-Efficient Transfer Learning by Self-Sparsified Backpropagation
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #519
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #639
Thor: Wielding Hammers to Integrate Language Models and Automated Theorem Provers
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #621
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #716
Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language Models
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #902
AD-DROP: Attribution-Driven Dropout for Robust Language Model Fine-Tuning
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #912
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #926
ReCo: Retrieve and Co-segment for Zero-shot Transfer
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #1032
PEER: A Comprehensive and Multi-Task Benchmark for Protein Sequence Understanding
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Thu Dec 01 09:00 AM -- 11:00 AM (PST) @ Hall J #1013
Wukong: A 100 Million Large-scale Chinese Cross-modal Pre-training Benchmark
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #234
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #230
K-LITE: Learning Transferable Visual Models with External Knowledge
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #205
Recovering Private Text in Federated Learning of Language Models
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #512
Autoformalization with Large Language Models
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #524
The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #639
GPT3.int8(): 8-bit Matrix Multiplication for Transformers at Scale
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #632
Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #706
Large Language Models are Zero-Shot Reasoners
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OpenReview]
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #913
MorphTE: Injecting Morphology in Tensorized Embeddings
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #928
What Can Transformers Learn In-Context? A Case Study of Simple Function Classes
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #1017
Understanding Aesthetics with Language: A Photo Critique Dataset for Aesthetic Assessment
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Thu Dec 01 02:00 PM -- 04:00 PM (PST) @ Hall J #1012
BigBio: A Framework for Data-Centric Biomedical Natural Language Processing
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OpenReview]
Workshop
Fri Dec 02 06:00 AM -- 03:00 PM (PST) @ Room 288 - 289 None
Synthetic Data for Empowering ML Research
[ Contact: syntheticdata4ml-org@googlegroups.com ]
Workshop
Fri Dec 02 06:30 AM -- 03:45 PM (PST) @ Room 398 None
Table Representation Learning
Workshop
Fri Dec 02 06:40 AM -- 03:00 PM (PST) @ Theater A None
New Frontiers in Graph Learning
[ Contact: glfrontiers@googlegroups.com ]
Workshop
Sat Dec 03 06:30 AM -- 03:00 PM (PST) @ Room 281 - 282 None
Information-Theoretic Principles in Cognitive Systems
[ Contact: infocog.neurips@gmail.com ]
Workshop
Sat Dec 03 06:30 AM -- 03:00 PM (PST) @ Room 288 - 289 None
Machine Learning in Structural Biology Workshop
[ Contact: workshopmlsb@gmail.com ]
Workshop
Sat Dec 03 06:50 AM -- 02:30 PM (PST) @ Room 291 - 292 None
Foundation Models for Decision Making
[ Contact: fmdm-external@google.com ]
Workshop
Sat Dec 03 06:50 AM -- 03:00 PM (PST) @ Theater C None
Transfer Learning for Natural Language Processing
[ Contact: tl4nlp.workshoporganizers@gmail.com ]
Workshop
Sat Dec 03 07:00 AM -- 02:55 PM (PST) @ Room 397 None
InterNLP: Workshop on Interactive Learning for Natural Language Processing
[ Contact: internlp2022@googlegroups.com ]
Panel
Tue Dec 06 06:45 PM -- 07:00 PM (PST) @ Virtual None
Panel 2B-4: Extreme Compression for… & Exploring Length Generalization…
Expo Workshop
Wed Dec 07 09:30 AM -- 11:30 AM (PST) @ Virtual None
PyTorch: New advances for large-scale training and performance optimizations
Lightning Talk
Thu Dec 08 06:00 PM -- 06:15 PM (PST) None
Lightning Talks 6B-3