DecisionRank: On-Policy Distillation for Decision-Model Rerankers Paper • 2610.42128 • Published 6 days ago • 16
Self-Evolving Coding Agents via Harness-Policy Optimization Paper • 2610.22791 • Published 20 days ago • 49
Pack Light, CarryOn: Building Object-Oriented Context for Long-Horizon Agents Paper • 2610.18784 • Published 22 days ago • 119
Thinking Inertia: LLMs Keep Thinking When Told Not To Paper • 2610.11765 • Published 28 days ago • 113
Vela: User Behavior as Supervision Sparks LLM Intelligence Paper • 2610.14709 • Published 26 days ago • 77
Harness^2: Recursive Agent Harnessing for an Open World Paper • 2610.14224 • Published 27 days ago • 68
When Do We Need On-Policy Distillation? Distilling on Offline Student Rollouts Is Often Better Paper • 2610.11291 • Published 28 days ago • 26
ZooWork-ShopRanker: An Open, Preference-Aligned E-Commerce Reranker Paper • 2609.31002 • Published Sep 25 • 5
Just-in-Time Memory: Learning to Curate Task-Adaptive Memory for LLM Agents Paper • 2609.27334 • Published Sep 23 • 41
JEV-as-a-Judge: Accept When Confident, Escalate When Unsure Paper • 2609.26550 • Published Sep 22 • 35
SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness Paper • 2609.20519 • Published Sep 17 • 91
RRSI: Regularized Recursive Self-Improvement of Agent Harnesses Paper • 2609.24972 • Published Sep 21 • 164
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Paper • 2609.17708 • Published Sep 15 • 47
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence Paper • 2609.17488 • Published Sep 15 • 269
Continual Learning Mechanisms Compose for Long-Horizon Memorization Paper • 2609.06986 • Published Sep 7 • 49
Learning to Solve Hard Problems in RL for LLMs by Never Giving Up Paper • 2609.13443 • Published Sep 11 • 15
Dream-RSI: Recursive Self-Improvement through Evolving Worlds Paper • 2609.14858 • Published Sep 14 • 143