"regret guarantees" Papers

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Performative Prediction with Bandit Feedback: Learning through Reparameterization

Yatong Chen, Wei Tang, Chien-Ju Ho et al.

ICML 2024poster

Random Exploration in Bayesian Optimization: Order-Optimal Regret and Computational Efficiency

Sudeep Salgia, Sattar Vakili, Qing Zhao

ICML 2024poster

Randomized Confidence Bounds for Stochastic Partial Monitoring

Maxime Heuillet, Ola Ahmad, Audrey Durand

ICML 2024poster

Reason for Future, Act for Now: A Principled Architecture for Autonomous LLM Agents

Zhihan Liu, Hao Hu, Shenao Zhang et al.

ICML 2024poster