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Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Graph Structure of Neural Networks
Jiaxuan You · Jure Leskovec · Kaiming He · Saining Xie
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Lorentz Group Equivariant Neural Network for Particle Physics
Alexander Bogatskiy · Brandon Anderson · Jan T Offermann · Marwah Roussi · David Miller · Risi Kondor
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Breaking the Curse of Many Agents: Provable Mean Embedding Q-Iteration for Mean-Field Reinforcement Learning
Lingxiao Wang · Zhuoran Yang · Zhaoran Wang
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT) @ Virtual
Better depth-width trade-offs for neural networks through the lens of dynamical systems
Evangelos Chatziafratis · Sai Ganesh Nagarajan · Ioannis Panageas
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Doubly robust off-policy evaluation with shrinkage
Yi Su · Maria Dimakopoulou · Akshay Krishnamurthy · Miroslav Dudik
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Optimal Differential Privacy Composition for Exponential Mechanisms
Jinshuo Dong · David Durfee · Ryan Rogers
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Normalized Loss Functions for Deep Learning with Noisy Labels
Xingjun Ma · Hanxun Huang · Yisen Wang · Simone Romano · Sarah Erfani · James Bailey
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Variational Inference for Sequential Data with Future Likelihood Estimates
Geon-Hyeong Kim · Youngsoo Jang · Hongseok Yang · Kee-Eung Kim
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Goodness-of-Fit Tests for Inhomogeneous Random Graphs
Soham Dan · Bhaswar B. Bhattacharya
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Semi-Supervised Learning with Normalizing Flows
Pavel Izmailov · Polina Kirichenko · Marc Finzi · Andrew Wilson
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Kinematic State Abstraction and Provably Efficient Rich-Observation Reinforcement Learning
Dipendra Kumar Misra · Mikael Henaff · Akshay Krishnamurthy · John Langford
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
When Demands Evolve Larger and Noisier: Learning and Earning in a Growing Environment
Feng Zhu · Zeyu Zheng
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Semi-Supervised StyleGAN for Disentanglement Learning
Weili Nie · Tero Karras · Animesh Garg · Shoubhik Debnath · Anjul Patney · Ankit Patel · Anima Anandkumar
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Understanding and Stabilizing GANs' Training Dynamics Using Control Theory
Kun Xu · Chongxuan Li · Jun Zhu · Bo Zhang
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Converging to Team-Maxmin Equilibria in Zero-Sum Multiplayer Games
Youzhi Zhang · Bo An
Poster
Thu Jul 16 07:00 AM -- 07:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Perceptual Generative Autoencoders
Zijun Zhang · Ruixiang ZHANG · Zongpeng Li · Yoshua Bengio · Liam Paull
Poster
Thu Jul 16 08:00 AM -- 08:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Parameter-free, Dynamic, and Strongly-Adaptive Online Learning
Ashok Cutkosky
Poster
Thu Jul 16 08:00 AM -- 08:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT) @ Virtual
Provably Convergent Two-Timescale Off-Policy Actor-Critic with Function Approximation
Shangtong Zhang · Bo Liu · Hengshuai Yao · Shimon Whiteson
Poster
Thu Jul 16 08:00 AM -- 08:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT) @ Virtual
One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control
Wenlong Huang · Igor Mordatch · Deepak Pathak
Poster
Thu Jul 16 08:00 AM -- 08:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Model Fusion with Kullback--Leibler Divergence
Sebastian Claici · Mikhail Yurochkin · Soumya Ghosh · Justin Solomon
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT) @ Virtual
Decentralized Reinforcement Learning: Global Decision-Making via Local Economic Transactions
Michael Chang · Sid Kaushik · S. Matthew Weinberg · Thomas Griffiths · Sergey Levine
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Generalization Error of Generalized Linear Models in High Dimensions
Melikasadat Emami · Mojtaba Sahraee-Ardakan · Parthe Pandit · Sundeep Rangan · Alyson Fletcher
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Improving the Sample and Communication Complexity for Decentralized Non-Convex Optimization: Joint Gradient Estimation and Tracking
Haoran Sun · Songtao Lu · Mingyi Hong
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Inferring DQN structure for high-dimensional continuous control
Andrey Sakryukin · Chedy Raissi · Mohan Kankanhalli
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Concept Bottleneck Models
Pang Wei Koh · Thao Nguyen · Yew Siang Tang · Stephen Mussmann · Emma Pierson · Been Kim · Percy Liang
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Video Prediction via Example Guidance
Jingwei Xu · Huazhe Xu · Bingbing Ni · Xiaokang Yang · Trevor Darrell
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT) @ Virtual
ROMA: Multi-Agent Reinforcement Learning with Emergent Roles
Tonghan Wang · Heng Dong · Victor Lesser · Chongjie Zhang
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Evaluating Machine Accuracy on ImageNet
Vaishaal Shankar · Rebecca Roelofs · Horia Mania · Alex Fang · Benjamin Recht · Ludwig Schmidt
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Decision Trees for Decision-Making under the Predict-then-Optimize Framework
Adam Elmachtoub · Jason Cheuk Nam Liang · Ryan McNellis
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Implicit competitive regularization in GANs
Florian Schäfer · Hongkai Zheng · Anima Anandkumar
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
CURL: Contrastive Unsupervised Representations for Reinforcement Learning
Michael Laskin · Aravind Srinivas · Pieter Abbeel
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT) @ Virtual
On the Global Convergence Rates of Softmax Policy Gradient Methods
Jincheng Mei · Chenjun Xiao · Csaba Szepesvari · Dale Schuurmans
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Aligned Cross Entropy for Non-Autoregressive Machine Translation
Marjan Ghazvininejad · Vladimir Karpukhin · Luke Zettlemoyer · Omer Levy
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Bio-Inspired Hashing for Unsupervised Similarity Search
Chaitanya Ryali · John Hopfield · Leopold Grinberg · Dmitry Krotov
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Learning to Navigate The Synthetically Accessible Chemical Space Using Reinforcement Learning
Sai Krishna Gottipati · Boris Sattarov · Sufeng Niu · Yashaswi Pathak · Haoran Wei · Shengchao Liu · Shengchao Liu · Simon Blackburn · Karam Thomas · Connor Coley · Jian Tang · Sarath Chandar · Yoshua Bengio
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Accelerated Message Passing for Entropy-Regularized MAP Inference
Jonathan Lee · Aldo Pacchiano · Peter Bartlett · Michael Jordan
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
When Does Self-Supervision Help Graph Convolutional Networks?
Yuning You · Tianlong Chen · Zhangyang “Atlas” Wang · Yang Shen
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT)
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection
Mao Ye · Chengyue Gong · Lizhen Nie · Denny Zhou · Adam Klivans · Qiang Liu
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 08:00 PM -- 08:45 PM (PDT) @ Virtual
The Implicit Regularization of Stochastic Gradient Flow for Least Squares
Alnur Ali · Edgar Dobriban · Ryan Tibshirani