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Feb-8-2026, 11:54:35 GMT–Neural Information Processing Systems

We study the Bayesian regret of the renowned Thompson Sampling algorithm incontextual bandits with binary losses and adversarially-selected contexts.

artificial intelligence, information ratio, machine learning, (18 more...)

Neural Information Processing Systems

Feb-8-2026, 11:54:35 GMT

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Country:
- Asia > Middle East
  - Jordan (0.04)
- Europe
  - Netherlands > North Holland
    - Amsterdam (0.04)
  - Spain > Catalonia
    - Barcelona Province > Barcelona (0.04)

Technology:
- Information Technology > Artificial Intelligence > Machine Learning (1.00)

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Title
Lifting the Information Ratio: An Information-Theoretic Analysis of Thompson Sampling for Contextual Bandits

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