"stochastic bandits" Papers

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A Near-optimal, Scalable and Parallelizable Framework for Stochastic Bandits Robust to Adversarial Corruptions and Beyond

Zicheng Hu, Cheng Chen

NEURIPS 2025arXiv:2502.07514

Delay as Payoff in MAB

Ofir Schlisselberg, Ido Cohen, Tal Lancewicki et al.

AAAI 2025paperarXiv:2408.15158

Offline-to-Online Hyperparameter Transfer for Stochastic Bandits

Dravyansh Sharma, Arun Suggala

AAAI 2025paperarXiv:2501.02926

Optimal Regret of Bandits under Differential Privacy

Achraf Azize, Yulian Wu, Junya Honda et al.

Graph-Triggered Rising Bandits

Gianmarco Genalti, Marco Mussi, Nicola Gatti et al.

Leveraging (Biased) Information: Multi-armed Bandits with Offline Data

Wang Chi Cheung, Lixing Lyu

ICML 2024spotlight

Stochastic Bandits with ReLU Neural Networks

Kan Xu, Hamsa Bastani, Surbhi Goel et al.

ICML 2024arXiv:2405.07331