"best-of-both-worlds algorithms" Papers

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Adapting to Stochastic and Adversarial Losses in Episodic MDPs with Aggregate Bandit Feedback

Shinji Ito, Kevin Jamieson, Haipeng Luo et al.

NEURIPS 2025arXiv:2510.17103
2
citations

Exploration by Optimization with Hybrid Regularizers: Logarithmic Regret with Adversarial Robustness in Partial Monitoring

Taira Tsuchiya, Shinji Ito, Junya Honda

ICML 2024arXiv:2402.08321
3
citations