2025 Spotlight "sample complexity" Papers

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Geometry Meets Incentives: Sample-Efficient Incentivized Exploration with Linear Contexts

Ben Schiffer, Mark Sellke

NeurIPS 2025spotlightarXiv:2506.01685

Product Distribution Learning with Imperfect Advice

Arnab Bhattacharyya, XianJun, Davin Choo, Philips George John et al.

NeurIPS 2025spotlightarXiv:2511.10366

Sample-Adaptivity Tradeoff in On-Demand Sampling

Nika Haghtalab, Omar Montasser, Mingda Qiao

NeurIPS 2025spotlightarXiv:2511.15507