Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments? Paper • 2610.08215 • Published 5 days ago • 137
From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation Paper • 2610.06100 • Published 8 days ago • 130
In-Context Learning for Robots: Methods and Applications Paper • 2609.36012 • Published 15 days ago • 410
VisionHOPE: Visual Backbones as Self-Modifying Learning Systems Paper • 2609.33325 • Published 16 days ago • 342
NeoHorse-1: Towards Recursive Self-Improvement via Agentic Post-Training with Routing Harness Paper • 2609.08183 • Published Sep 8 • 321