A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems Paper • 2508.07407 • Published Aug 10, 2025 • 98
Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning Paper • 2508.19828 • Published Aug 27, 2025 • 7
FlowRL: Matching Reward Distributions for LLM Reasoning Paper • 2509.15207 • Published Sep 18, 2025 • 114
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning Paper • 2509.07980 • Published Sep 9, 2025 • 101