DeOverlay: A Benchmark and Source-Anchored Flow for Video Overlay Removal Paper • 2610.26081 • Published 3 days ago • 16
Failure Recovery via Belief Updates and World Modeling for Long-Horizon Agents Paper • 2610.18082 • Published 9 days ago • 7
Athanor: An Agent-Native System for Autonomous Post-Training Research Paper • 2610.21055 • Published 7 days ago • 16
LLM-to-Flow Distillation: Teaching Natural Language Goals to Scientific Generators Paper • 2610.17246 • Published 10 days ago • 15
LongR: Unleashing Long-Context Reasoning via Reinforcement Learning with Dense Utility Rewards Paper • 2602.05758 • Published 10 days ago • 27
ACCRUE: Continual Off-Policy Reinforcement Learning for Robot Foundation Models Paper • 2610.18596 • Published 9 days ago • 22
Prospective Hindsight: Self-Calibrating Reinforcement Learning via Prediction-Reality Gaps Paper • 2610.02740 • Published 20 days ago • 11
DataVista: Diagnosing Multimodal LLMs on Data Video Understanding Paper • 2610.11993 • Published 14 days ago • 17
Rethinking World-Action Model for Compositional and In-Context Robotic Manipulation Paper • 2610.02368 • Published 21 days ago • 74
Source Preference in the Wild: How LLM Agents Favor Items by Source, and How to Reduce It Paper • 2610.03195 • Published 20 days ago • 47
Rethinking Cross-Tokenizer On-Policy Distillation: From Alignment Coverage to Supervision Reliability Paper • 2610.08448 • Published 16 days ago • 110
DeskForge: Dense Supervision from Desktop Environments for Computer-Use Agents Paper • 2610.02320 • Published 21 days ago • 22
World Action Modeling with Progressive Visual Planning Paper • 2610.02508 • Published 21 days ago • 99
X-Tree: Tokenizing Reusable Experience for Efficient Agent Generalization Paper • 2609.32993 • Published 26 days ago • 80
FocusVTC: Efficient and High-Performance Visual Text Compression with Adaptive Resolution Paper • 2609.36651 • Published 23 days ago • 34
Learning Beyond What You Sample: Off-Policy-Aware Cross-Model Trajectory Exchange for RLVR Paper • 2609.37868 • Published 23 days ago • 65
Follow the Entities: A Corpus Map for Agentic Search Paper • 2609.37226 • Published 23 days ago • 101
Surprising Success, Repeated Failure: Entropy-Guided Credit Assignment for Exploration in LLM Reasoning Paper • 2609.33781 • Published 25 days ago • 46
An RL View of OPD: Least Square Policy Distillation for Sample-Efficient LLM Reasoning Paper • 2609.35505 • Published 24 days ago • 32