Thinking Inertia: LLMs Keep Thinking When Told Not To Paper • 2610.11765 • Published 8 days ago • 237
Vela: User Behavior as Supervision Sparks LLM Intelligence Paper • 2610.14709 • Published 6 days ago • 69
Harness^2: Recursive Agent Harnessing for an Open World Paper • 2610.14224 • Published 7 days ago • 88
When Do We Need On-Policy Distillation? Distilling on Offline Student Rollouts Is Often Better Paper • 2610.11291 • Published 7 days ago • 23
Finetuning with Sampling: SFT Learns Better Than You Think Paper • 2610.02140 • Published 15 days ago • 3
ZooWork-ShopRanker: An Open, Preference-Aligned E-Commerce Reranker Paper • 2609.31002 • Published 21 days ago • 4
Just-in-Time Memory: Learning to Curate Task-Adaptive Memory for LLM Agents Paper • 2609.27334 • Published 23 days ago • 57
JEV-as-a-Judge: Accept When Confident, Escalate When Unsure Paper • 2609.26550 • Published 24 days ago • 42
SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness Paper • 2609.20519 • Published 29 days ago • 140
RRSI: Regularized Recursive Self-Improvement of Agent Harnesses Paper • 2609.24972 • Published 25 days ago • 230
MintAct: A Unified Visual Agent for Digital Environments Paper • 2609.22083 • Published 28 days ago • 35
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Paper • 2609.17708 • Published about 1 month ago • 80
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence Paper • 2609.17488 • Published about 1 month ago • 865
Continual Learning Mechanisms Compose for Long-Horizon Memorization Paper • 2609.06986 • Published Sep 7 • 376
Learning to Solve Hard Problems in RL for LLMs by Never Giving Up Paper • 2609.13443 • Published Sep 11 • 14
Dream-RSI: Recursive Self-Improvement through Evolving Worlds Paper • 2609.14858 • Published Sep 14 • 255
One Symptom, Three Levers: A Critical Review of On-Policy Self-Distillation Paper • 2608.25936 • Published Aug 26 • 16