Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published Jan 11 • 199
MIMESIS: Learning User Simulators as Training Environments for Interactive Agents Paper • 2610.09484 • Published 6 days ago • 25
SkillOpt: Executive Strategy for Self-Evolving Agent Skills Paper • 2605.23904 • Published May 22 • 268
MolmoAct2: Action Reasoning Models for Real-world Deployment Paper • 2605.02881 • Published May 4 • 359
Rationale-Guided Policy Optimization: Learning to Reason with Adaptive Rationale Scaffolding Paper • 2610.07342 • Published 8 days ago • 21