GenEnv: Difficulty-Aligned Co-Evolution Between LLM Agents and Environment Simulators Paper • 2512.19682 • Published Dec 22, 2025 • 17
Exploration v.s. Exploitation: Rethinking RLVR through Clipping, Entropy, and Spurious Reward Paper • 2512.16912 • Published Dec 18, 2025 • 12
A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence Paper • 2507.21046 • Published Jul 28, 2025 • 83
Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution Paper • 2505.20286 • Published May 26, 2025 • 8
Temporal Consistency for LLM Reasoning Process Error Identification Paper • 2503.14495 • Published Mar 18, 2025 • 11