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upvoted 6 papers 9 days ago

MiMo-V2.6: Scaling Reinforcement Learning Towards Self-Improvement

Paper • 2610.11959 • Published 18 days ago • 93

Tev: Scaling Long-Horizon Agentic Environments with Dense Progress Rewards

Paper • 2610.18868 • Published 13 days ago • 65

Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents

Paper • 2610.20344 • Published 12 days ago • 63

SoftwareGym: Scaling Computer-Use Agent Training with Diverse Synthesized Software Environments

Paper • 2610.12611 • Published 18 days ago • 103

Scaling Agentic Data for Long-Horizon Terminal Intelligence

Paper • 2610.13166 • Published 17 days ago • 148

Data World: Scaling Data Environments from Scratch

Paper • 2610.21656 • Published 11 days ago • 39

upvoted an article 13 days ago

view article

Article

Keep the Tokens Flowing: Lessons from 16 Open-Source RL Libraries

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• +7

aminediroHF, qgallouedec, kashif, lewtun, edbeeching, albertvillanova, nouamanetazi, lvwerra, sergiopaniego

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Mar 10

• 195

upvoted 2 papers 17 days ago

Scaling Trajectories for Complex Tasks through Recursive Self-Rewrite

Paper • 2610.02826 • Published 24 days ago • 107

Mechanics of Long-Context Hybrid Models Part 1.1: From Hybrid Attention to Hybrid Position

Paper • 2610.10114 • Published 19 days ago • 33

upvoted 6 papers about 1 month ago

Verifiable Hidden Dynamics Play: Generating Agentic RL Environments from Solved Mechanisms

Paper • 2609.27321 • Published Sep 23 • 23

StepAudio 3 Gen Technical Report

Paper • 2609.12945 • Published Sep 11 • 102

StepAudio 3 Music Technical Report

Paper • 2609.16034 • Published Sep 11 • 113

StepAudio 3 Realtime Technical Report

Paper • 2609.14005 • Published Sep 12 • 130

DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression

Paper • 2609.19969 • Published Sep 17 • 235

CodeMidas: Scaling Agentic Coding RL Environments from Code Itself

Paper • 2609.22068 • Published Sep 18 • 138

upvoted a collection about 1 month ago

UltraData

Collection

Ultra Scale, Ultra Quality, Ultra Coverage • 20 items • Updated 17 days ago • 116

upvoted 4 papers about 2 months ago

Terminal-Universe: Turning Agent Trajectories into Scalable Terminal Environments

Paper • 2609.04148 • Published Sep 3 • 94

Rethinking On-Policy Distillation of Large Language Models II: One Training Example

Paper • 2609.04172 • Published Sep 3 • 99

WebVR: Benchmarking Multimodal LLMs for WebPage Recreation from Videos via Human-Aligned Visual Rubrics

Paper • 2603.13391 • Published Mar 11 • 21

On the Design Fundamentals of Pixel Text Representation Learning

Paper • 2609.01147 • Published Sep 1 • 31