FlashPrefill V2: Block-Sparse Prefill Attention for Long-Context LLM Serving Paper • 2608.19758 • Published Aug 20 • 21
Can LLM Agents Stick to the Script? A Benchmark for Long-Horizon Consistency in Interactive Narratives Paper • 2608.08160 • Published Aug 8 • 30
HiFi-UMI: Learning Deployable Manipulation Policies from High-Fidelity UMI Data Alone Paper • 2607.25895 • Published Jul 28 • 95
The Physics of Multi-Turn Long-Horizon Planning: From Pre-training to Post-training via Single- and Multi-Teacher On-Policy Agentic Distillation Paper • 2607.24720 • Published Jul 27 • 27
Weak-to-Strong Generalization via Direct On-Policy Distillation Paper • 2607.05394 • Published Jul 8 • 144
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published Jun 10 • 73
DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios Paper • 2604.25914 • Published Apr 28 • 43
ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents Paper • 2604.23781 • Published Apr 26 • 34
From P(y|x) to P(y): Investigating Reinforcement Learning in Pre-train Space Paper • 2604.14142 • Published Apr 15 • 30
Closing the Loop: Universal Repository Representation with RPG-Encoder Paper • 2602.02084 • Published Feb 2 • 42
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle Paper • 2512.04324 • Published Dec 3, 2025 • 160
Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum Paper • 2510.27571 • Published Oct 31, 2025 • 20
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use Paper • 2510.05592 • Published Oct 7, 2025 • 113
RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation Paper • 2509.16198 • Published Sep 19, 2025 • 93
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents Paper • 2509.09265 • Published Sep 11, 2025 • 47
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 84