DeLoop: Repeated Actions as Self-Supervision for Long-Horizon Agents Paper • 2610.19376 • Published Oct 14 • 22
DTDD: Divergence-Triggered Dynamic Distillation for Reliable On-Policy Supervision Paper • 2610.19302 • Published Oct 13 • 5
CLASHarness: Benchmarking Multi-Agent Conflict in Computer Use via a Controllable and Verifiable Generation Pipeline Paper • 2610.19128 • Published Oct 13 • 35