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The 2020 schedule is still incomplete
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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 · Harry (Huazhe) Xu · Bingbing Ni · Xiaokang Yang · Trevor Darrell
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 11:00 PM -- 11:45 PM (PDT)
A Distributional Framework For Data Valuation
Amirata Ghorbani · Michael Kim · James Zou
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 11:00 PM -- 11:45 PM (PDT) @ Virtual
ECLIPSE: An Extreme-Scale Linear Program Solver for Web-Applications
Kinjal Basu · Amol Ghoting · Rahul Mazumder · Yao Pan
[ Slides
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
[ Slides
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 Schaefer · 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 11:00 PM -- 11:45 PM (PDT)
Improved Optimistic Algorithms for Logistic Bandits
Louis Faury · Marc Abeille · ClĂ©ment Calauzènes · Olivier Fercoq
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Fri Jul 17 12:00 AM -- 12:45 AM (PDT)
Unsupervised Discovery of Interpretable Directions in the GAN Latent Space
Andrey Voynov · Artem Babenko
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
[ Slides
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)
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)
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)
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 11:00 PM -- 11:45 PM (PDT) @ Virtual
Bounding the fairness and accuracy of classifiers from population statistics
Sivan Sabato · Elad Yom-Tov
[ Slides
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 11:00 PM -- 11:45 PM (PDT) @ Virtual
Energy-Based Processes for Exchangeable Data
Mengjiao Yang · Bo Dai · Hanjun Dai · Dale Schuurmans
[ Slides
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
[ Slides
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 11:00 PM -- 11:45 PM (PDT) @ Virtual
Multiclass Neural Network Minimization via Tropical Newton Polytope Approximation
Georgios Smyrnis · Petros Maragos
[ Slides
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 11:00 PM -- 11:45 PM (PDT)
WaveFlow: A Compact Flow-based Model for Raw Audio
Wei Ping · Kainan Peng · Kexin Zhao · Zhao Song
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)
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 11:00 PM -- 11:45 PM (PDT)
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation
Jian Liang · Dapeng Hu · Jiashi Feng
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 11:00 PM -- 11:45 PM (PDT)
From PAC to Instance-Optimal Sample Complexity in the Plackett-Luce Model
Aadirupa Saha · Aditya Gopalan
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Thu Jul 16 11:00 PM -- 11:45 PM (PDT)
Active World Model Learning in Agent-rich Environments with Progress Curiosity
Kuno Kim · Megumi Sano · Julian De Freitas · Nick Haber · Daniel Yamins
Poster
Thu Jul 16 09:00 AM -- 09:45 AM & Fri Jul 17 12:00 AM -- 12:45 AM (PDT) @ Virtual
Symbolic Network: Generalized Neural Policies for Relational MDPs
Sankalp Garg · Aniket Bajpai · Mausam
[ Slides
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
[ Slides
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 Wang · Yang Shen
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
[ Slides
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