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Poster
Thu 7:30 Offline RL with Observation Histories: Analyzing and Improving Sample Complexity
Joey Hong · Anca Dragan · Sergey Levine
Poster
Thu 7:30 Optimal Sample Complexity for Average Reward Markov Decision Processes
Shengbo Wang · Jose Blanchet · Peter Glynn
Poster
Thu 7:30 On the Sample Complexity of Lipschitz Constant Estimation
Stephen Roberts · Julien Huang · Jan-Peter Calliess
Poster
Tue 7:30 SGD Finds then Tunes Features in Two-Layer Neural Networks with near-Optimal Sample Complexity: A Case Study in the XOR problem
Margalit Glasgow
Poster
Wed 7:30 Soft Robust MDPs and Risk-Sensitive MDPs: Equivalence, Policy Gradient, and Sample Complexity
Runyu Zhang · Yang Hu · Na Li
Poster
Fri 7:30 Optimal Sample Complexity of Contrastive Learning
Noga Alon · Dmitrii Avdiukhin · Dor Elboim · Orr Fischer · Grigory Yaroslavtsev
Poster
Wed 1:45 Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs
Aakash Sunil Lahoti · Stefani Karp · Ezra Winston · Aarti Singh · Yuanzhi Li
Poster
Thu 1:45 Analysis of Learning a Flow-based Generative Model from Limited Sample Complexity
Hugo Cui · Florent Krzakala · Eric Vanden-Eijnden · Lenka Zdeborova
Workshop
Promises and Pitfalls of Generative Masked Language Modeling: Theoretical Framework and Practical Guidelines
Yuchen Li · Alexandre Kirchmeyer · Aashay Mehta · Yilong Qin · Boris Dadachev · Kishore Papineni · Sanjiv Kumar · Andrej Risteski