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upvoted a paper 3 days ago

FlashPrefill V2: Block-Sparse Prefill Attention for Long-Context LLM Serving

Paper • 2608.19758 • Published 6 days ago • 17

upvoted a paper 8 days ago

ClawGym II: Exploring Black-Box RL on Agent Harness

Paper • 2608.16798 • Published 9 days ago • 39

upvoted a paper 14 days ago

Can LLM Agents Stick to the Script? A Benchmark for Long-Horizon Consistency in Interactive Narratives

Paper • 2608.08160 • Published 18 days ago • 29

upvoted a paper 28 days ago

HiFi-UMI: Learning Deployable Manipulation Policies from High-Fidelity UMI Data Alone

Paper • 2607.25895 • Published 29 days ago • 158

upvoted a paper 29 days ago

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 about 1 month ago • 26

upvoted a paper about 1 month ago

Weak-to-Strong Generalization via Direct On-Policy Distillation

Paper • 2607.05394 • Published Jul 8 • 149

upvoted a paper 3 months ago

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Paper • 2606.12191 • Published Jun 10 • 71

upvoted 3 papers 4 months ago

DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios

Paper • 2604.25914 • Published Apr 28 • 42

ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents

Paper • 2604.23781 • Published Apr 26 • 33

From P(y|x) to P(y): Investigating Reinforcement Learning in Pre-train Space

Paper • 2604.14142 • Published Apr 15 • 30

upvoted a paper 5 months ago

LMEB: Long-horizon Memory Embedding Benchmark

Paper • 2603.12572 • Published Mar 13 • 75

upvoted 2 papers 7 months ago

WideSeek: Advancing Wide Research via Multi-Agent Scaling

Paper • 2602.02636 • Published Feb 2 • 17

Closing the Loop: Universal Repository Representation with RPG-Encoder

Paper • 2602.02084 • Published Feb 2 • 85

upvoted a paper 9 months ago

DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle

Paper • 2512.04324 • Published Dec 3, 2025 • 160

upvoted a paper 10 months ago

Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum

Paper • 2510.27571 • Published Oct 31, 2025 • 20

upvoted 3 papers 11 months ago

In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7, 2025 • 113

Reinforcement Learning on Pre-Training Data

Paper • 2509.19249 • Published Sep 23, 2025 • 67

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation

Paper • 2509.16198 • Published Sep 19, 2025 • 129

upvoted 2 papers 12 months ago

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