On-Policy Parameter Update Direction Underlies Generalization in LLM Post-Training Paper • 2609.36659 • Published Sep 29 • 77
RealCompanion: Benchmarking Human Understanding from Reasoning over Longitudinal Real-World Conversations Paper • 2610.01780 • Published Oct 1 • 41
ROSS: Relearning from Self-Generated Rollouts through Selective Supervision Paper • 2609.35954 • Published Sep 28 • 39
Beyond the Timeline: Augmenting Long-Video Memory with Grounded Entity Biographies Paper • 2609.38155 • Published Sep 29 • 92