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07/06/2023
When No-Rejection Learning is Optimal for Regression with Rejection
Learning with rejection is a prototypical model for studying the interac...
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01/26/2023
Maximum Optimality Margin: A Unified Approach for Contextual Linear Programming and Inverse Linear Programming
In this paper, we study the predict-then-optimize problem where the outp...
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07/23/2021
An Adaptive State Aggregation Algorithm for Markov Decision Processes
Value iteration is a well-known method of solving Markov Decision Proces...
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07/08/2021
Boosting Method in Approximately Solving Linear Programming with Fast Online Algorithm
In this paper, we develop a new algorithm combining the idea of “boostin...
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02/12/2021
The Symmetry between Arms and Knapsacks: A Primal-Dual Approach for Bandits with Knapsacks
In this paper, we study the bandits with knapsacks (BwK) problem and dev...
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03/05/2020