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Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Circuit-Based Intrinsic Methods to Detect Overfitting
Satrajit Chatterjee · Alan Mishchenko
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Randomly Projected Additive Gaussian Processes for Regression
Ian Delbridge · David S Bindel · Andrew Wilson
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Structured Linear Contextual Bandits: A Sharp and Geometric Smoothed Analysis
Vidyashankar Sivakumar · Steven Wu · Arindam Banerjee
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Structure Adaptive Algorithms for Stochastic Bandits
Rémy Degenne · Han Shao · Wouter Koolen
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Alleviating Privacy Attacks via Causal Learning
Shruti Tople · Amit Sharma · Aditya Nori
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Stochastic Gradient and Langevin Processes
Xiang Cheng · Dong Yin · Peter Bartlett · Michael Jordan
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Breaking the Curse of Space Explosion: Towards Efficient NAS with Curriculum Search
Yong Guo · Yaofo Chen · Yin Zheng · Peilin Zhao · Jian Chen · Junzhou Huang · Mingkui Tan
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
Class-Weighted Classification: Trade-offs and Robust Approaches
Ziyu Xu · Chen Dan · Justin Khim · Pradeep Ravikumar
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Strength from Weakness: Fast Learning Using Weak Supervision
Joshua Robinson · Stefanie Jegelka · Suvrit Sra
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
Cautious Adaptation For Reinforcement Learning in Safety-Critical Settings
Jesse Zhang · Brian Cheung · Chelsea Finn · Sergey Levine · Dinesh Jayaraman
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Undirected Graphical Models as Approximate Posteriors
Arash Vahdat · Evgeny Andriyash · William Macready
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
The Non-IID Data Quagmire of Decentralized Machine Learning
Kevin Hsieh · Amar Phanishayee · Onur Mutlu · Phillip Gibbons
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
(Locally) Differentially Private Combinatorial Semi-Bandits
Xiaoyu Chen · Kai Zheng · Zixin Zhou · Yunchang Yang · Wei Chen · Liwei Wang
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Exploration Through Reward Biasing: Reward-Biased Maximum Likelihood Estimation for Stochastic Multi-Armed Bandits
Xi Liu · Ping-Chun Hsieh · Yu-Heng Hung · Anirban Bhattacharya · P. R. Kumar
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
Optimizing Black-box Metrics with Adaptive Surrogates
Qijia Jiang · Olaoluwa Adigun · Harikrishna Narasimhan · Mahdi Milani Fard · Maya Gupta
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
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
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 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 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Batch Stationary Distribution Estimation
Junfeng Wen · Bo Dai · Lihong Li · Dale Schuurmans
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Single Point Transductive Prediction
Nilesh Tripuraneni · Lester Mackey
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Provable Representation Learning for Imitation Learning via Bi-level Optimization
Sanjeev Arora · Simon Du · Sham Kakade · Yuping Luo · Nikunj Umesh Saunshi
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
Data Valuation using Reinforcement Learning
Jinsung Yoon · Sercan Arik · Tomas Pfister
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Being Bayesian, Even Just a Bit, Fixes Overconfidence in ReLU Networks
Agustinus Kristiadi · Matthias Hein · Philipp Hennig
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Hierarchical Verification for Adversarial Robustness
Cong Han Lim · Raquel Urtasun · Ersin Yumer
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Efficiently Solving MDPs with Stochastic Mirror Descent
Yujia Jin · Aaron Sidford
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Handling the Positive-Definite Constraint in the Bayesian Learning Rule
Wu Lin · Mark Schmidt · Mohammad Emtiyaz Khan
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Correlation Clustering with Asymmetric Classification Errors
Jafar Jafarov · Sanchit Kalhan · Konstantin Makarychev · Yury Makarychev
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
A Game Theoretic Framework for Model Based Reinforcement Learning
Aravind Rajeswaran · Igor Mordatch · Vikash Kumar
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
Mike Dusenberry · Ghassen Jerfel · Yeming Wen · Yian Ma · Jasper Snoek · Katherine Heller · Balaji Lakshminarayanan · Dustin Tran
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Causal Effect Estimation and Optimal Dose Suggestions in Mobile Health
Liangyu Zhu · Wenbin Lu · Rui Song
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Learning Calibratable Policies using Programmatic Style-Consistency
Eric Zhan · Albert Tseng · Yisong Yue · Adith Swaminathan · Matthew Hausknecht
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
The Sample Complexity of Best-$k$ Items Selection from Pairwise Comparisons
Wenbo Ren · Jia Liu · Ness Shroff
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT) @ Virtual
Quantized Decentralized Stochastic Learning over Directed Graphs
Hossein Taheri · Aryan Mokhtari · Hamed Hassani · Ramtin Pedarsani
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Learning Representations that Support Extrapolation
Taylor Webb · Zachary Dulberg · Steven Frankland · Alexander Petrov · Randall O'Reilly · Jonathan Cohen
Poster
Wed Jul 15 10:00 AM -- 10:45 AM & Wed Jul 15 09:00 PM -- 09:45 PM (PDT)
Small-GAN: Speeding up GAN Training using Core-Sets
Samrath Sinha · Han Zhang · Anirudh Goyal · Yoshua Bengio · Hugo Larochelle · Augustus Odena