Relevance Does Not Imply Applicability: Experience Activation for Personal GUI Agents Paper • 2609.33304 • Published Sep 27 • 26
From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation Paper • 2610.06100 • Published 28 days ago • 74
FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience Paper • 2609.03241 • Published Sep 3 • 44