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Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Perceptual Generative Autoencoders
In Poster Session 52
Zijun Zhang · Ruixiang ZHANG · Zongpeng Li · Yoshua Bengio · Liam Paull
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Optimal Differential Privacy Composition for Exponential Mechanisms
In Poster Session 52
Jinshuo Dong · David Durfee · Ryan Rogers
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Doubly robust off-policy evaluation with shrinkage
In Poster Session 52
Yi Su · Maria Dimakopoulou · Akshay Krishnamurthy · Miroslav Dudik
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Converging to Team-Maxmin Equilibria in Zero-Sum Multiplayer Games
In Poster Session 52
Youzhi Zhang · Bo An
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Breaking the Curse of Many Agents: Provable Mean Embedding Q-Iteration for Mean-Field Reinforcement Learning
In Poster Session 52
Lingxiao Wang · Zhuoran Yang · Zhaoran Wang
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Understanding and Stabilizing GANs' Training Dynamics Using Control Theory
In Poster Session 52
Kun Xu · Chongxuan Li · Jun Zhu · Bo Zhang
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Semi-Supervised StyleGAN for Disentanglement Learning
In Poster Session 52
Weili Nie · Tero Karras · Animesh Garg · Shoubhik Debnath · Anjul Patney · Ankit Patel · Anima Anandkumar
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
When Demands Evolve Larger and Noisier: Learning and Earning in a Growing Environment
In Poster Session 52
Feng Zhu · Zeyu Zheng
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Kinematic State Abstraction and Provably Efficient Rich-Observation Reinforcement Learning
In Poster Session 52
Dipendra Kumar Misra · Mikael Henaff · Akshay Krishnamurthy · John Langford
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Semi-Supervised Learning with Normalizing Flows
In Poster Session 52
Pavel Izmailov · Polina Kirichenko · Marc Finzi · Andrew Wilson
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Lorentz Group Equivariant Neural Network for Particle Physics
In Poster Session 52
Alexander Bogatskiy · Brandon Anderson · Jan T Offermann · Marwah Roussi · David Miller · Risi Kondor
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Graph Structure of Neural Networks
In Poster Session 52
Jiaxuan You · Jure Leskovec · Kaiming He · Saining Xie
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Goodness-of-Fit Tests for Inhomogeneous Random Graphs
In Poster Session 52
Soham Dan · Bhaswar B. Bhattacharya
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Variational Inference for Sequential Data with Future Likelihood Estimates
In Poster Session 52
Geon-Hyeong Kim · Youngsoo Jang · Hongseok Yang · Kee-Eung Kim
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Normalized Loss Functions for Deep Learning with Noisy Labels
In Poster Session 52
Xingjun Ma · Hanxun Huang · Yisen Wang · Simone Romano · Sarah Erfani · James Bailey
Poster
Thu Jul 16 11:00 PM -- 11:45 PM & Fri Jul 17 12:00 PM -- 12:45 PM (KST) @ Virtual
Better depth-width trade-offs for neural networks through the lens of dynamical systems
In Poster Session 52
Evangelos Chatziafratis · Sai Ganesh Nagarajan · Ioannis Panageas
Poster
Fri Jul 17 12:00 AM -- 12:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Parameter-free, Dynamic, and Strongly-Adaptive Online Learning
In Poster Session 52
Ashok Cutkosky
Poster
Fri Jul 17 12:00 AM -- 12:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST) @ Virtual
Provably Convergent Two-Timescale Off-Policy Actor-Critic with Function Approximation
In Poster Session 52
Shangtong Zhang · Bo Liu · Hengshuai Yao · Shimon Whiteson
Poster
Fri Jul 17 12:00 AM -- 12:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST) @ Virtual
One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control
In Poster Session 52
Wenlong Huang · Igor Mordatch · Deepak Pathak
Poster
Fri Jul 17 12:00 AM -- 12:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Model Fusion with Kullback--Leibler Divergence
In Poster Session 52
Sebastian Claici · Mikhail Yurochkin · Soumya Ghosh · Justin Solomon
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
When Does Self-Supervision Help Graph Convolutional Networks?
In Poster Session 52
Yuning You · Tianlong Chen · Zhangyang “Atlas” Wang · Yang Shen
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Implicit competitive regularization in GANs
In Poster Session 52
Florian Schäfer · Hongkai Zheng · Anima Anandkumar
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Decision Trees for Decision-Making under the Predict-then-Optimize Framework
In Poster Session 52
Adam Elmachtoub · Jason Cheuk Nam Liang · Ryan McNellis
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Evaluating Machine Accuracy on ImageNet
In Poster Session 52
Vaishaal Shankar · Rebecca Roelofs · Horia Mania · Alex Fang · Benjamin Recht · Ludwig Schmidt
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Concept Bottleneck Models
In Poster Session 52
Pang Wei Koh · Thao Nguyen · Yew Siang Tang · Stephen Mussmann · Emma Pierson · Been Kim · Percy Liang
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Inferring DQN structure for high-dimensional continuous control
In Poster Session 52
Andrey Sakryukin · Chedy Raissi · Mohan Kankanhalli
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
CURL: Contrastive Unsupervised Representations for Reinforcement Learning
In Poster Session 52
Michael Laskin · Aravind Srinivas · Pieter Abbeel
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Bio-Inspired Hashing for Unsupervised Similarity Search
In Poster Session 52
Chaitanya Ryali · John Hopfield · Leopold Grinberg · Dmitry Krotov
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST) @ Virtual
On the Global Convergence Rates of Softmax Policy Gradient Methods
In Poster Session 52
Jincheng Mei · Chenjun Xiao · Csaba Szepesvari · Dale Schuurmans
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST) @ Virtual
The Implicit Regularization of Stochastic Gradient Flow for Least Squares
In Poster Session 52
Alnur Ali · Edgar Dobriban · Ryan Tibshirani
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST) @ Virtual
Decentralized Reinforcement Learning: Global Decision-Making via Local Economic Transactions
In Poster Session 52
Michael Chang · Sid Kaushik · S. Matthew Weinberg · Thomas Griffiths · Sergey Levine
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Improving the Sample and Communication Complexity for Decentralized Non-Convex Optimization: Joint Gradient Estimation and Tracking
In Poster Session 52
Haoran Sun · Songtao Lu · Mingyi Hong
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Video Prediction via Example Guidance
In Poster Session 52
Jingwei Xu · Huazhe Xu · Bingbing Ni · Xiaokang Yang · Trevor Darrell
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Generalization Error of Generalized Linear Models in High Dimensions
In Poster Session 52
Melikasadat Emami · Mojtaba Sahraee-Ardakan · Parthe Pandit · Sundeep Rangan · Alyson Fletcher
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection
In Poster Session 52
Mao Ye · Chengyue Gong · Lizhen Nie · Denny Zhou · Adam Klivans · Qiang Liu
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST) @ Virtual
ROMA: Multi-Agent Reinforcement Learning with Emergent Roles
In Poster Session 52
Tonghan Wang · Heng Dong · Victor Lesser · Chongjie Zhang
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Learning to Navigate The Synthetically Accessible Chemical Space Using Reinforcement Learning
In Poster Session 52
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
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Aligned Cross Entropy for Non-Autoregressive Machine Translation
In Poster Session 52
Marjan Ghazvininejad · Vladimir Karpukhin · Luke Zettlemoyer · Omer Levy
Poster
Fri Jul 17 01:00 AM -- 01:45 AM & Fri Jul 17 12:00 PM -- 12:45 PM (KST)
Accelerated Message Passing for Entropy-Regularized MAP Inference
In Poster Session 52
Jonathan Lee · Aldo Pacchiano · Peter Bartlett · Michael Jordan