Just-in-Time Memory: Learning to Curate Task-Adaptive Memory for LLM Agents Paper • 2609.27334 • Published 5 days ago • 35
JEV-as-a-Judge: Accept When Confident, Escalate When Unsure Paper • 2609.26550 • Published 6 days ago • 41
SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness Paper • 2609.20519 • Published 11 days ago • 136
RRSI: Regularized Recursive Self-Improvement of Agent Harnesses Paper • 2609.24972 • Published 7 days ago • 210
MintAct: A Unified Visual Agent for Digital Environments Paper • 2609.22083 • Published 10 days ago • 35
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Paper • 2609.17708 • Published 13 days ago • 76
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence Paper • 2609.17488 • Published 13 days ago • 789
Continual Learning Mechanisms Compose for Long-Horizon Memorization Paper • 2609.06986 • Published 21 days ago • 374
Learning to Solve Hard Problems in RL for LLMs by Never Giving Up Paper • 2609.13443 • Published 17 days ago • 13
Dream-RSI: Recursive Self-Improvement through Evolving Worlds Paper • 2609.14858 • Published 14 days ago • 246
One Symptom, Three Levers: A Critical Review of On-Policy Self-Distillation Paper • 2608.25936 • Published Aug 26 • 16
Rethinking On-Policy Distillation of Large Language Models II: One Training Example Paper • 2609.04172 • Published 25 days ago • 102
It Takes Two to Match: Co-Evolving Generative Retriever with Reinforcement Learning Paper • 2609.00638 • Published 27 days ago • 66
Knowledge Distillation During Mid-Training Favors Reasoning over Factual Recall Paper • 2609.01532 • Published 27 days ago • 9
Evaluating the Hidden Costs of Personalization in Large Language Models Paper • 2608.28833 • Published about 1 month ago • 30
Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement Paper • 2608.31046 • Published 28 days ago • 97
The Embedder's Dilemma: LLMs Are Better, but at What Cost? Paper • 2608.12875 • Published Aug 13 • 16