Stale but Stable: Staleness-Adaptive Trust Regions for Stabilizing Asynchronous Reinforcement Learning Paper • 2607.18722 • Published 4 days ago • 34
SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning Paper • 2607.14777 • Published 9 days ago • 99
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Paper • 2607.13285 • Published 11 days ago • 219
Weak-to-Strong Generalization via Direct On-Policy Distillation Paper • 2607.05394 • Published 17 days ago • 137
Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading Paper • 2607.08964 • Published 16 days ago • 74
Video Generation Models are General-Purpose Vision Learners Paper • 2607.09024 • Published 15 days ago • 83
Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Paper • 2607.05511 • Published 19 days ago • 23
TUA-Bench: A Benchmark for General-Purpose Terminal-Use Agents Paper • 2606.28480 • Published 29 days ago • 48
LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents Paper • 2606.06087 • Published Jun 4 • 67
AffordanceVLA: A Vision-Language-Action Model Empowering Action Generation through Affordance-Aware Understanding Paper • 2606.06155 • Published Jun 4 • 10
Neural Networks Provably Learn Spectral Representations for Group Composition Paper • 2606.02993 • Published Jun 2 • 6
Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling Paper • 2606.03102 • Published Jun 2 • 14
Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling Paper • 2606.03102 • Published Jun 2 • 14
Speculative Pipeline Decoding: Higher-Accruacy and Zero-Bubble Speculation via Pipeline Parallelism Paper • 2605.30852 • Published May 29 • 10
ZeroUnlearn: Few-Shot Knowledge Unlearning in Large Language Models Paper • 2605.18879 • Published May 20 • 8
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning Paper • 2605.28774 • Published May 27 • 93