Search All 2022 Events

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Wed 14:00 Instance-optimal PAC Algorithms for Contextual Bandits
Zhaoqi Li · Lillian Ratliff · houssam nassif · Kevin Jamieson · Lalit Jain
Wed 14:00 An Asymptotically Optimal Batched Algorithm for the Dueling Bandit Problem
Arpit Agarwal · Rohan Ghuge · viswanath nagarajan
Tue 14:00 Diversified Recommendations for Agents with Adaptive Preferences
William Brown · Arpit Agarwal
Tue 14:00 Quantum Speedups of Optimizing Approximately Convex Functions with Applications to Logarithmic Regret Stochastic Convex Bandits
Tongyang Li · Ruizhe Zhang
Wed 14:00 Finding Optimal Arms in Non-stochastic Combinatorial Bandits with Semi-bandit Feedback and Finite Budget
Jasmin Brandt · Viktor Bengs · Björn Haddenhorst · Eyke Hüllermeier
Thu 14:00 The price of unfairness in linear bandits with biased feedback
Solenne Gaucher · Alexandra Carpentier · Christophe Giraud
Distributed Online and Bandit Convex Optimization
Kumar Kshitij Patel · Aadirupa Saha · Nati Srebro · Lingxiao Wang
Wed 9:00 DeepTOP: Deep Threshold-Optimal Policy for MDPs and RMABs
Khaled Nakhleh · I-Hong Hou
Tue 9:00 Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization
Hui Yuan · Chengzhuo Ni · Huazheng Wang · Xuezhou Zhang · Le Cong · Csaba Szepesvari · Mengdi Wang
Thu 14:00 Minimax Optimal Fixed-Budget Best Arm Identification in Linear Bandits
Junwen Yang · Vincent Tan
Tue 14:00 Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptions
Jiafan He · Dongruo Zhou · Tong Zhang · Quanquan Gu
Thu 9:00 Factored DRO: Factored Distributionally Robust Policies for Contextual Bandits
Tong Mu · Yash Chandak · Tatsunori Hashimoto · Emma Brunskill