RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents Paper • 2609.22000 • Published Sep 18 • 81
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Paper • 2609.17708 • Published Sep 15 • 82
LumosX: Relate Any Identities with Their Attributes for Personalized Video Generation Paper • 2603.20192 • Published Mar 20 • 22
CodeScaler: Scaling Code LLM Training and Test-Time Inference via Execution-Free Reward Models Paper • 2602.17684 • Published Feb 4 • 25
Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models Paper • 2602.02185 • Published Feb 2 • 106
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models Paper • 2601.22060 • Published Jan 29 • 117
A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation Paper • 2601.09274 • Published Jan 14 • 83
PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling Paper • 2512.04784 • Published Dec 2, 2025 • 25
Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models Paper • 2508.09874 • Published Aug 13, 2025 • 13
Computer-Use Agents as Judges for Generative User Interface Paper • 2511.15567 • Published Nov 19, 2025 • 54
BIRD-INTERACT: Re-imagining Text-to-SQL Evaluation for Large Language Models via Lens of Dynamic Interactions Paper • 2510.05318 • Published Oct 6, 2025 • 22