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upvoted a paper 1 day ago

RULER: Instance-aware Rubric Rewards for SVG Generation

Paper • 2609.25270 • Published 4 days ago • 64

upvoted 2 papers 3 days ago

RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents

Paper • 2609.22000 • Published 7 days ago • 78

CodeMidas: Scaling Agentic Coding RL Environments from Code Itself

Paper • 2609.22068 • Published 7 days ago • 131

upvoted a paper 7 days ago

Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents

Paper • 2609.17708 • Published 10 days ago • 71

upvoted a paper 10 days ago

SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking

Paper • 2609.13141 • Published 14 days ago • 65

upvoted 2 papers 13 days ago

T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks

Paper • 2609.11042 • Published 15 days ago • 63

PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents

Paper • 2609.06702 • Published 19 days ago • 26

upvoted a paper about 2 months ago

OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models

Paper • 2607.28609 • Published Jul 30 • 75

upvoted 4 papers 3 months ago

Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling

Paper • 2607.02980 • Published Jul 3 • 85

SWE-Lego: Pushing the Limits of Supervised Fine-tuning for Software Issue Resolving

Paper • 2601.01426 • Published Jan 4 • 25

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning

Paper • 2606.17682 • Published Jun 16 • 26

Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning

Paper • 2606.13106 • Published Jun 11 • 22

upvoted 6 papers 4 months ago

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It

Paper • 2606.11052 • Published Jun 9 • 17

Reinforcement Learning Elicits Contextual Learning of Unseen Language Translation

Paper • 2606.06428 • Published Jun 4 • 25

Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs

Paper • 2605.30501 • Published May 28 • 27

Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining

Paper • 2605.14747 • Published May 14 • 57

ThoughtTrace: Understanding User Thoughts in Real-World LLM Interactions

Paper • 2605.20087 • Published May 19 • 17

EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL

Paper • 2605.18703 • Published May 18 • 50

upvoted a paper 7 months ago

CodeScaler: Scaling Code LLM Training and Test-Time Inference via Execution-Free Reward Models

Paper • 2602.17684 • Published Feb 4 • 24

upvoted a paper 11 months ago

Scaling Language-Centric Omnimodal Representation Learning

Paper • 2510.11693 • Published Oct 13, 2025 • 109