TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training Paper • 2607.05804 • Published 6 days ago • 17
DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation Paper • 2607.05147 • Published 7 days ago • 30
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published 10 days ago • 64
Agentic Abstention: Do Agents Know When to Stop Instead of Act? Paper • 2606.28733 • Published 16 days ago • 146
Dockerless: Environment-Free Program Verifier for Coding Agents Paper • 2606.28436 • Published 17 days ago • 109
TUA-Bench: A Benchmark for General-Purpose Terminal-Use Agents Paper • 2606.28480 • Published 17 days ago • 47
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published 19 days ago • 18
GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents Paper • 2606.24551 • Published 21 days ago • 28
The Verification Horizon: No Silver Bullet for Coding Agent Rewards Paper • 2606.26300 • Published 19 days ago • 51
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning Paper • 2606.26790 • Published 18 days ago • 55
PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems Paper • 2606.22388 • Published 22 days ago • 95
Qwen-AgentWorld: Language World Models for General Agents Paper • 2606.24597 • Published 20 days ago • 146
MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization Paper • 2606.19930 • Published 25 days ago • 43
MemGUI-Agent: An End-to-End Long-Horizon Mobile GUI Agent with Proactive Context Management Paper • 2606.19926 • Published 25 days ago • 42
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents Paper • 2606.06036 • Published Jun 4 • 75
EvoBrowseComp: Benchmarking Search Agents on Evolving Knowledge Paper • 2606.13120 • Published Jun 11 • 4