Poster "instance-dependent regret" Papers

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Contextual Online Pricing with (Biased) Offline Data

Yixuan Zhang, Ruihao Zhu, Qiaomin Xie

NEURIPS 2025arXiv:2507.02762

Pairwise Elimination with Instance-Dependent Guarantees for Bandits with Cost Subsidy

Ishank Juneja, Carlee Joe-Wong, Osman Yagan

ICLR 2025arXiv:2501.10290

Factored-Reward Bandits with Intermediate Observations

Marco Mussi, Simone Drago, Marcello Restelli et al.

Optimal Batched Linear Bandits

Xuanfei Ren, Tianyuan Jin, Pan Xu

ICML 2024arXiv:2406.04137