From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation Paper • 2610.06100 • Published 4 days ago • 92
When Continual Learning Moves to Memory: A Study of Experience Reuse in LLM Agents Paper • 2604.27003 • Published Apr 29 • 1
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond Paper • 2604.22748 • Published Apr 24 • 158
MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents Paper • 2602.02474 • Published Feb 2 • 64