PrismaCoder: Pushing the Boundaries of Open Multimodal Code Intelligence through Decomposed Rubric Synthesis Paper • 2610.20538 • Published 27 days ago • 56
Trajectory-Level Speculation with Semantic Verification for Tool-Using Agents Paper • 2610.21463 • Published 26 days ago • 24
ExplorationBench: Measuring AI Systems' Exploration in Verifiable Alien Worlds Paper • 2609.30199 • Published Sep 24 • 27
RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents Paper • 2609.22000 • Published Sep 18 • 73
CodeMidas: Scaling Agentic Coding RL Environments from Code Itself Paper • 2609.22068 • Published Sep 18 • 116
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Paper • 2609.17708 • Published Sep 15 • 47
SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking Paper • 2609.13141 • Published Sep 11 • 67
T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks Paper • 2609.11042 • Published Sep 10 • 65
PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents Paper • 2609.06702 • Published Sep 6 • 22
OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models Paper • 2607.28609 • Published Jul 30 • 69
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 82
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 • 23
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