From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement Paper • 2607.23802 • Published 10 days ago • 88
Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents Paper • 2607.28227 • Published 6 days ago • 298
A New Role for Relevance: Guiding Corpus Interaction in Agentic Search Paper • 2607.24223 • Published 9 days ago • 93
From Proprietary to Open-Source: Bridging the Distribution Gap via Multi-Agent Protocol Distillation in Agentic Search Paper • 2607.24280 • Published 9 days ago • 82
StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents Paper • 2607.22798 • Published 12 days ago • 62
KnowAct-GUIClaw: Know Deeply, Act Perfectly, Personal GUI Assistant with Self-Evolving Memory and Skill Paper • 2607.12625 • Published 21 days ago • 80
SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning Paper • 2607.14777 • Published 20 days ago • 103
Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading Paper • 2607.08964 • Published 27 days ago • 76
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Paper • 2607.13285 • Published 22 days ago • 232
TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training Paper • 2607.05804 • Published 29 days ago • 19
DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation Paper • 2607.05147 • Published 30 days ago • 41
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 84
Agentic Abstention: Do Agents Know When to Stop Instead of Act? Paper • 2606.28733 • Published Jun 27 • 150
Dockerless: Environment-Free Program Verifier for Coding Agents Paper • 2606.28436 • Published Jun 26 • 114
TUA-Bench: A Benchmark for General-Purpose Terminal-Use Agents Paper • 2606.28480 • Published Jun 26 • 48
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published Jun 24 • 18
GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents Paper • 2606.24551 • Published Jun 22 • 28
The Verification Horizon: No Silver Bullet for Coding Agent Rewards Paper • 2606.26300 • Published Jun 24 • 52