2025 Spotlight "regret minimization" Papers
4 papers found
Comparator-Adaptive $\Phi$-Regret: Improved Bounds, Simpler Algorithms, and Applications to Games
Soumita Hait, Ping Li, Haipeng Luo et al.
NEURIPS 2025spotlight
On the Universal Near Optimality of Hedge in Combinatorial Settings
Zhiyuan Fan, Arnab Maiti, Lillian Ratliff et al.
NEURIPS 2025spotlightarXiv:2510.17099
Provably Efficient RL under Episode-Wise Safety in Constrained MDPs with Linear Function Approximation
Toshinori Kitamura, Arnob Ghosh, Tadashi Kozuno et al.
NEURIPS 2025spotlightarXiv:2502.10138
Regret Bounds for Adversarial Contextual Bandits with General Function Approximation and Delayed Feedback
Orin Levy, Liad Erez, Alon Peled-Cohen et al.
NEURIPS 2025spotlightarXiv:2510.09127