3 papers
cs.AI2026
RSI-Forge: From Research Papers to Environments for Recursive Self-Improvement
Renxiong Wang, Darvin Yi, Abril Herrlein +16
Environments are the foundation of recursive self-improvement: they provide the problems agents work on and the feedback used to evaluate progress. Yet constructing challenging res…
math.OC2025
Reinforcement Learning for Discrete-time LQG Mean Field Social Control Problems with Unknown Dynamics
Hanfang Zhang, Bing-Chang Wang, Shuo Chen
This paper studies the discrete-time linear-quadratic-Gaussian mean field (MF) social control problem in an infinite horizon, where the dynamics of all agents are unknown. The obje…
stat.ML2025
CAE: Repurposing the Critic as an Explorer in Deep Reinforcement Learning
Yexin Li
Exploration remains a fundamental challenge in reinforcement learning, as many existing methods either lack theoretical guarantees or fall short in practical effectiveness. In this…