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Tue 9:00 Bounded-Regret MPC via Perturbation Analysis: Prediction Error, Constraints, and Nonlinearity
Yiheng Lin · Yang Hu · Guannan Qu · Tongxin Li · Adam Wierman
Wed 9:00 Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity
Abhishek Gupta · Aldo Pacchiano · Yuexiang Zhai · Sham Kakade · Sergey Levine
Wed 14:00 An $\alpha$-regret analysis of Adversarial Bilateral Trade
Yossi Azar · Amos Fiat · Federico Fusco
Wed 9:00 Improved Regret Analysis for Variance-Adaptive Linear Bandits and Horizon-Free Linear Mixture MDPs
Yeoneung Kim · Insoon Yang · Kwang-Sung Jun
Thu 14:00 Reinforcement Learning in a Birth and Death Process: Breaking the Dependence on the State Space
Jonatha Anselmi · Bruno Gaujal · Louis-S├ębastien Rebuffi
Tue 14:00 When Privacy Meets Partial Information: A Refined Analysis of Differentially Private Bandits
Achraf Azize · Debabrota Basu
Thu 14:00 Batch Bayesian Optimization on Permutations using the Acquisition Weighted Kernel
Changyong Oh · Roberto Bondesan · Efstratios Gavves · Max Welling