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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Generalized Method-of-Moments for Rank Aggregation
Hossein Azari Soufiani · William Z Chen · David Parkes · Lirong Xia
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Relevance Topic Model for Unstructured Social Group Activity Recognition
Fang Zhao · Yongzhen Huang · Liang Wang · Tieniu Tan
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Solving the multi-way matching problem by permutation synchronization
Deepti Pachauri · Risi Kondor · Vikas Singh
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Gang of Bandits
Nicolò Cesa-Bianchi · Claudio Gentile · Giovanni Zappella
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Sampling from the Gibbs Distribution with Random Maximum A-Posteriori Perturbations
Tamir Hazan · Subhransu Maji · Tommi Jaakkola
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
(Nearly) Optimal Algorithms for Private Online Learning in Full-information and Bandit Settings
Abhradeep Guha Thakurta · Adam Smith
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive Submodular Maximization in Bandit Setting
Victor Gabillon · Branislav Kveton · Zheng Wen · Brian Eriksson · S. Muthukrishnan
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Data-driven Distributionally Robust Polynomial Optimization
Martin Mevissen · Emanuele Ragnoli · Jia Yuan Yu
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multiscale Dictionary Learning for Estimating Conditional Distributions
Francesca Petralia · Joshua T Vogelstein · David B Dunson
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Stability-based Validation Procedure for Differentially Private Machine Learning
Kamalika Chaudhuri · Staal A Vinterbo
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Generalized Random Utility Models with Multiple Types
Hossein Azari Soufiani · Hansheng Diao · Zhenyu Lai · David Parkes
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity
Anima Anandkumar · Daniel Hsu · Majid Janzamin · Sham M Kakade
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning of Dynamic Parameters in Social Networks
Shahin Shahrampour · Sasha Rakhlin · Ali Jadbabaie
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles
Jinwoo Shin · Andrew E Gelfand · Misha Chertkov
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Approximate Gaussian process inference for the drift function in stochastic differential equations
Andreas Ruttor · Philipp Batz · Manfred Opper
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Embed and Project: Discrete Sampling with Universal Hashing
Stefano Ermon · Carla Gomes · Ashish Sabharwal · Bart Selman
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Scalable Inference for Logistic-Normal Topic Models
Jianfei Chen · Jun Zhu · Zi Wang · Xun Zheng · Bo Zhang
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Minimax Theory for High-dimensional Gaussian Mixtures with Sparse Mean Separation
Martin Azizyan · Aarti Singh · Larry Wasserman
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust learning of low-dimensional dynamics from large neural ensembles
David Pfau · Eftychios Pnevmatikakis · Liam Paninski
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sensor Selection in High-Dimensional Gaussian Trees with Nuisances
Daniel S Levine · Jonathan How
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Buy-in-Bulk Active Learning
Liu Yang · Jaime Carbonell
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Speedup Matrix Completion with Side Information: Application to Multi-Label Learning
Miao Xu · Rong Jin · Zhi-Hua Zhou
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimal Neural Population Codes for High-dimensional Stimulus Variables
Zhuo Wang · Alan A Stocker · Daniel Lee
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Auditing: Active Learning with Outcome-Dependent Query Costs
Sivan Sabato · Anand D Sarwate · Nati Srebro
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Accelerated Mini-Batch Stochastic Dual Coordinate Ascent
Shai Shalev-Shwartz · Tong Zhang
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Improved and Generalized Upper Bounds on the Complexity of Policy Iteration
Bruno Scherrer
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Scalable Approach to Probabilistic Latent Space Inference of Large-Scale Networks
Junming Yin · Qirong Ho · Eric Xing
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Better Approximation and Faster Algorithm Using the Proximal Average
Yao-Liang Yu
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A message-passing algorithm for multi-agent trajectory planning
José Bento · Nate Derbinsky · Javier Alonso-Mora · Jonathan S Yedidia
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Blind Calibration in Compressed Sensing using Message Passing Algorithms
Christophe Schulke · Francesco Caltagirone · Florent Krzakala · Lenka Zdeborová
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Mixed Optimization for Smooth Functions
Mehrdad Mahdavi · Lijun Zhang · Rong Jin
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization
Ke Hou · Zirui Zhou · Anthony Man-Cho So · Zhi-Quan Luo
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Latent Structured Active Learning
Wenjie Luo · Alex Schwing · Raquel Urtasun
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Hierarchical Modular Optimization of Convolutional Networks Achieves Representations Similar to Macaque IT and Human Ventral Stream
Daniel L Yamins · Ha Hong · Charles Cadieu · James J DiCarlo
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Efficient Algorithm for Privately Releasing Smooth Queries
Ziteng Wang · Kai Fan · Jiaqi Zhang · Liwei Wang
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Stochastic Inverses
Andreas Stuhlmüller · Jacob Taylor · Noah Goodman
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Low-Rank Matrix and Tensor Completion via Adaptive Sampling
Akshay Krishnamurthy · Aarti Singh
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition
Adel Javanmard · Andrea Montanari
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Supervised Sparse Analysis and Synthesis Operators
Pablo Sprechmann · Roee Litman · Tal Ben Yakar · Alexander M Bronstein · Guillermo Sapiro
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Estimating LASSO Risk and Noise Level
Mohsen Bayati · Murat Erdogdu · Andrea Montanari
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Linear Convergence with Condition Number Independent Access of Full Gradients
Lijun Zhang · Mehrdad Mahdavi · Rong Jin
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Compressive Feature Learning
Hristo S Paskov · Robert West · John C Mitchell · Trevor Hastie
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Relaxations for Permutation Problems
Fajwel Fogel · Rodolphe Jenatton · Francis Bach · Alexandre d'Aspremont
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
An Approximate, Efficient LP Solver for LP Rounding
Srikrishna Sridhar · Stephen Wright · Christopher Re · Ji Liu · Victor Bittorf · Ce Zhang
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic Convex Optimization with Multiple Objectives
Mehrdad Mahdavi · Tianbao Yang · Rong Jin
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Prices for Repeated Auctions with Strategic Buyers
Kareem Amin · Afshin Rostamizadeh · Umar Syed
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Modeling Overlapping Communities with Node Popularities
Prem Gopalan · Chong Wang · David Blei
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Estimation of Latently-grouped Parameters in Undirected Graphical Models
Jie Liu · David Page
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reflection methods for user-friendly submodular optimization
Stefanie Jegelka · Francis Bach · Suvrit Sra
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Chordal Markov Networks by Constraint Satisfaction
Jukka Corander · Tomi Janhunen · Jussi Rintanen · Henrik Nyman · Johan Pensar
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Computing the Stationary Distribution Locally
Christina Lee · Asuman Ozdaglar · Devavrat Shah
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Active Learning for Probabilistic Hypotheses Using the Maximum Gibbs Error Criterion
Nguyen Viet Cuong · Wee Sun Lee · Nan Ye · Kian Ming Adam Chai · Hai Leong Chieu
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
EDML for Learning Parameters in Directed and Undirected Graphical Models
Khaled Refaat · Arthur Choi · Adnan Darwiche
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Local Privacy and Minimax Bounds: Sharp Rates for Probability Estimation
John Duchi · Martin J Wainwright · Michael Jordan
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning to Prune in Metric and Non-Metric Spaces
Leonid Boytsov · Bilegsaikhan Naidan
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Σ-Optimality for Active Learning on Gaussian Random Fields
Yifei Ma · Roman Garnett · Jeff Schneider
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Pass-efficient unsupervised feature selection
Crystal Maung · Haim Schweitzer
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Streaming Variational Bayes
Tamara Broderick · Nicholas Boyd · Andre Wibisono · Ashia C Wilson · Michael Jordan
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian optimization explains human active search
Ali Borji · Laurent Itti
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Projecting Ising Model Parameters for Fast Mixing
Justin Domke · Xianghang Liu
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Confidence Intervals and Hypothesis Testing for High-Dimensional Statistical Models
Adel Javanmard · Andrea Montanari
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Power of Asymmetry in Binary Hashing
Behnam Neyshabur · Nati Srebro · Russ Salakhutdinov · Yury Makarychev · Payman Yadollahpour
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Polar Operators for Structured Sparse Estimation
Xinhua Zhang · Yao-Liang Yu · Dale Schuurmans
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction
Rie Johnson · Tong Zhang
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Correlated random features for fast semi-supervised learning
Brian McWilliams · David Balduzzi · Joachim M Buhmann
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Probabilistic Low-Rank Matrix Completion with Adaptive Spectral Regularization Algorithms
Adrien Todeschini · Francois Caron · Marie Chavent
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Memoized Online Variational Inference for Dirichlet Process Mixture Models
Michael Hughes · Erik Sudderth
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sparse nonnegative deconvolution for compressive calcium imaging: algorithms and phase transitions
Eftychios Pnevmatikakis · Liam Paninski
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Tensor Decomposition via Structured Schatten Norm Regularization
Ryota Tomioka · Taiji Suzuki
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Manifold-based Similarity Adaptation for Label Propagation
Masayuki Karasuyama · Hiroshi Mamitsuka
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online learning in episodic Markovian decision processes by relative entropy policy search
Alexander Zimin · Gergely Neu
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Deep content-based music recommendation
Aaron van den Oord · Sander Dieleman · Benjamin Schrauwen
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Curvature and Optimal Algorithms for Learning and Minimizing Submodular Functions
Rishabh K Iyer · Stefanie Jegelka · Jeff Bilmes
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Estimation, Optimization, and Parallelism when Data is Sparse
John Duchi · Michael Jordan · Brendan McMahan
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning and using language via recursive pragmatic reasoning about other agents
Nathaniel J Smith · Noah Goodman · Michael C Frank
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Efficient Exploration and Value Function Generalization in Deterministic Systems
Zheng Wen · Benjamin Van Roy
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Spectral methods for neural characterization using generalized quadratic models
Il Memming Park · Evan W Archer · Nicholas Priebe · Jonathan W Pillow
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning in Markov Decision Processes with Adversarially Chosen Transition Probability Distributions
Yasin Abbasi Yadkori · Peter Bartlett · Varun Kanade · Yevgeny Seldin · Csaba Szepesvari
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation
Dahua Lin
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Least Informative Dimensions
Fabian H Sinz · Anna Stockl · Jan Grewe · Jan Benda
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
When in Doubt, SWAP: High-Dimensional Sparse Recovery from Correlated Measurements
Divyanshu Vats · Richard Baraniuk
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Marginals-to-Models Reducibility
Tim Roughgarden · Michael Kearns
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Similarity Component Analysis
Soravit Changpinyo · Kuan Liu · Fei Sha
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Sample Complexity of Subspace Learning
Alessandro Rudi · Guillermo D Canas · Lorenzo Rosasco
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Contrastive Learning Using Spectral Methods
James Y Zou · Daniel Hsu · David Parkes · Ryan Adams
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Fast Determinantal Point Process Sampling with Application to Clustering
Byungkon Kang
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Aggregating Optimistic Planning Trees for Solving Markov Decision Processes
Gunnar Kedenburg · Raphael Fonteneau · Remi Munos
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian inference for low rank spatiotemporal neural receptive fields
Mijung Park · Jonathan W Pillow
Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Cluster Trees on Manifolds
Sivaraman Balakrishnan · Srivatsan Narayanan · Alessandro Rinaldo · Aarti Singh · Larry Wasserman