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Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Learning for Dose Allocation in Adaptive Clinical Trials with Safety Constraints
Cong Shen · Zhiyang Wang · Sofia Villar · Mihaela van der Schaar
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
Low-Variance and Zero-Variance Baselines for Extensive-Form Games
Trevor Davis · Martin Schmid · Michael Bowling
[ Slides
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
A Mean Field Analysis Of Deep ResNet And Beyond: Towards Provably Optimization Via Overparameterization From Depth
Yiping Lu · Chao Ma · Yulong Lu · Jianfeng Lu · Lexing Ying
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Fast and Consistent Learning of Hidden Markov Models by Incorporating Non-Consecutive Correlations
Robert Mattila · Cristian R. Rojas · Eric Moulines · Vikram Krishnamurthy · Bo Wahlberg
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Provable Self-Play Algorithms for Competitive Reinforcement Learning
Yu Bai · Chi Jin
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Implicit Euler Skip Connections: Enhancing Adversarial Robustness via Numerical Stability
Mingjie Li · Lingshen He · Zhouchen Lin
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Optimization Theory for ReLU Neural Networks Trained with Normalization Layers
Yonatan Dukler · Quanquan Gu · Guido Montufar
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Accountable Off-Policy Evaluation With Kernel Bellman Statistics
Yihao Feng · Tongzheng Ren · Ziyang Tang · Qiang Liu
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
On the consistency of top-k surrogate losses
Forest Yang · Sanmi Koyejo
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Hallucinative Topological Memory for Zero-Shot Visual Planning
Kara Liu · Thanard Kurutach · Christine Tung · Pieter Abbeel · Aviv Tamar
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Leveraging Procedural Generation to Benchmark Reinforcement Learning
Karl Cobbe · Chris Hesse · Jacob Hilton · John Schulman
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Adversarial Robustness Against the Union of Multiple Perturbation Models
Pratyush Maini · Eric Wong · Zico Kolter
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Optimal Sequential Maximization: One Interview is Enough!
Moein Falahatgar · Alon Orlitsky · Venkatadheeraj Pichapati
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Mix-n-Match : Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning
Jize Zhang · Bhavya Kailkhura · T. Yong-Jin Han
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Ordinal Non-negative Matrix Factorization for Recommendation
Olivier Gouvert · Thomas Oberlin · Cedric Fevotte
[ Slides
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Dual Mirror Descent for Online Allocation Problems
Santiago Balseiro · Haihao Lu · Vahab Mirrokni
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
Retro*: Learning Retrosynthetic Planning with Neural Guided A* Search
Binghong Chen · Chengtao Li · Hanjun Dai · Le Song
[ Slides
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Set Functions for Time Series
Max Horn · Michael Moor · Christian Bock · Bastian Rieck · Karsten Borgwardt
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning
Esther Rolf · Max Simchowitz · Sarah Dean · Lydia T. Liu · Daniel Bjorkegren · Moritz Hardt · Joshua Blumenstock
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Margin-aware Adversarial Domain Adaptation with Optimal Transport
Sofien Dhouib · Ievgen Redko · Carole Lartizien
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
SDE-Net: Equipping Deep Neural Networks with Uncertainty Estimates
Lingkai Kong · Jimeng Sun · Chao Zhang
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Flexible and Efficient Long-Range Planning Through Curious Exploration
Aidan Curtis · Minjian Xin · Dilip Arumugam · Kevin Feigelis · Daniel Yamins
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT) @ Virtual
Structural Language Models of Code
Uri Alon · Roy Sadaka · Omer Levy · Eran Yahav
[ Slides
Poster
Wed Jul 15 09:00 AM -- 09:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Cooperative Multi-Agent Bandits with Heavy Tails
Abhimanyu Dubey · Alex `Sandy' Pentland