Adapting to Misspecification in Contextual Bandits

12 July 2021

Papers citing "Adapting to Misspecification in Contextual Bandits"

29 / 29 papers shown

Title
Trustworthy Distributed AI Systems: Robustness, Privacy, and Governance Wenqi Wei Ling Liu 31 16 0 02 Feb 2024
Robust Causal Bandits for Linear Models Zirui Yan Arpan Mukherjee Burak Varici A. Tajer CML 27 4 0 30 Oct 2023
CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruption Shubhada Agrawal Timothée Mathieu D. Basu Odalric-Ambrym Maillard 30 2 0 28 Sep 2023
Does Sparsity Help in Learning Misspecified Linear Bandits? Jialin Dong Lin F. Yang 25 1 0 29 Mar 2023
A Blackbox Approach to Best of Both Worlds in Bandits and Beyond Christoph Dann Chen-Yu Wei Julian Zimmert 26 22 0 20 Feb 2023
Infinite Action Contextual Bandits with Reusable Data Exhaust Mark Rucker Yinglun Zhu Paul Mineiro OffRL 21 1 0 16 Feb 2023
Learning to Generate All Feasible Actions Mirco Theile Daniele Bernardini Raphael Trumpp C. Piazza Marco Caccamo Alberto L. Sangiovanni-Vincentelli 29 2 0 26 Jan 2023
Corruption-Robust Algorithms with Uncertainty Weighting for Nonlinear Contextual Bandits and Markov Decision Processes Chen Ye Wei Xiong Quanquan Gu Tong Zhang 31 29 0 12 Dec 2022
Contexts can be Cheap: Solving Stochastic Contextual Bandits with Linear Bandit Algorithms Osama A. Hanna Lin F. Yang Christina Fragouli 27 11 0 08 Nov 2022
Robust Contextual Linear Bandits Rong Zhu B. Kveton 22 3 0 26 Oct 2022
Deploying a Steered Query Optimizer in Production at Microsoft Wangda Zhang Matteo Interlandi Paul Mineiro S. Qiao Nasim Ghazanfari Marc T. Friedman Rafah Hosn Hiren Patel Alekh Jindal 28 23 0 24 Oct 2022
Optimal Contextual Bandits with Knapsacks under Realizability via Regression Oracles Yuxuan Han Jialin Zeng Yang Wang Yangzhen Xiang Jiheng Zhang 59 9 0 21 Oct 2022
Best of Both Worlds Model Selection Aldo Pacchiano Christoph Dann Claudio Gentile 34 10 0 29 Jun 2022
Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptions Jiafan He Dongruo Zhou Tong Zhang Quanquan Gu 66 46 0 13 May 2022
Flexible and Efficient Contextual Bandits with Heterogeneous Treatment Effect Oracles Aldo G. Carranza Sanath Kumar Krishnamurthy Susan Athey 21 1 0 30 Mar 2022
Towards Scalable and Robust Structured Bandits: A Meta-Learning Framework Runzhe Wan Linjuan Ge Rui Song 18 13 0 26 Feb 2022
Corralling a Larger Band of Bandits: A Case Study on Switching Regret for Linear Bandits Haipeng Luo Mengxiao Zhang Peng Zhao Zhi-Hua Zhou 34 17 0 12 Feb 2022
Efficient and Optimal Algorithms for Contextual Dueling Bandits under Realizability Aadirupa Saha A. Krishnamurthy 42 35 0 24 Nov 2021
Misspecified Gaussian Process Bandit Optimization Ilija Bogunovic Andreas Krause 57 43 0 09 Nov 2021
Dealing With Misspecification In Fixed-Confidence Linear Top-m Identification Clémence Réda Andrea Tirinzoni Rémy Degenne 31 9 0 02 Nov 2021
Linear Contextual Bandits with Adversarial Corruptions Heyang Zhao Dongruo Zhou Quanquan Gu AAML 36 24 0 25 Oct 2021
Feel-Good Thompson Sampling for Contextual Bandits and Reinforcement Learning Tong Zhang 24 63 0 02 Oct 2021
Metadata-based Multi-Task Bandits with Bayesian Hierarchical Models Runzhe Wan Linjuan Ge Rui Song 36 28 0 13 Aug 2021
Efficient First-Order Contextual Bandits: Prediction, Allocation, and Triangular Discrimination Dylan J. Foster A. Krishnamurthy 48 43 0 05 Jul 2021
Bayesian decision-making under misspecified priors with applications to meta-learning Max Simchowitz Christopher Tosh A. Krishnamurthy Daniel J. Hsu Thodoris Lykouris Miroslav Dudík Robert Schapire 40 49 0 03 Jul 2021
On component interactions in two-stage recommender systems Jiri Hron K. Krauth Michael I. Jordan Niki Kilbertus CML LRM 40 31 0 28 Jun 2021
Pure Exploration in Kernel and Neural Bandits Yinglun Zhu Dongruo Zhou Ruoxi Jiang Quanquan Gu Rebecca Willett Robert D. Nowak 11 15 0 22 Jun 2021
Leveraging Good Representations in Linear Contextual Bandits Matteo Papini Andrea Tirinzoni Marcello Restelli A. Lazaric Matteo Pirotta 33 26 0 08 Apr 2021
Context-Based Dynamic Pricing with Online Clustering Sentao Miao Xi Chen X. Chao Jiaxi Liu Yidong Zhang 27 31 0 17 Feb 2019