HER: Human-like Reasoning and Reinforcement Learning for LLM Role-playing Paper • 2601.21459 • Published 9 days ago • 9
SWE-Master: Unleashing the Potential of Software Engineering Agents via Post-Training Paper • 2602.03411 • Published 4 days ago • 34
SWE-World: Building Software Engineering Agents in Docker-Free Environments Paper • 2602.03419 • Published 4 days ago • 38
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models Paper • 2601.22060 • Published 9 days ago • 147
Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models Paper • 2602.02185 • Published 5 days ago • 123
MMDeepResearch-Bench: A Benchmark for Multimodal Deep Research Agents Paper • 2601.12346 • Published 20 days ago • 49
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning Paper • 2601.06002 • Published 29 days ago • 51
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision Paper • 2601.03193 • Published Jan 6 • 46
OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification Paper • 2512.10756 • Published Dec 11, 2025 • 35
Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving Paper • 2512.10739 • Published Dec 11, 2025 • 47
Nex-N1: Agentic Models Trained via a Unified Ecosystem for Large-Scale Environment Construction Paper • 2512.04987 • Published Dec 4, 2025 • 80
DualVLA: Building a Generalizable Embodied Agent via Partial Decoupling of Reasoning and Action Paper • 2511.22134 • Published Nov 27, 2025 • 22
ATLAS: A High-Difficulty, Multidisciplinary Benchmark for Frontier Scientific Reasoning Paper • 2511.14366 • Published Nov 18, 2025 • 17
Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds Paper • 2511.08892 • Published Nov 12, 2025 • 209
Game-TARS: Pretrained Foundation Models for Scalable Generalist Multimodal Game Agents Paper • 2510.23691 • Published Oct 27, 2025 • 54
Critique-RL: Training Language Models for Critiquing through Two-Stage Reinforcement Learning Paper • 2510.24320 • Published Oct 28, 2025 • 21
BAPO: Stabilizing Off-Policy Reinforcement Learning for LLMs via Balanced Policy Optimization with Adaptive Clipping Paper • 2510.18927 • Published Oct 21, 2025 • 84
Agentic Jigsaw Interaction Learning for Enhancing Visual Perception and Reasoning in Vision-Language Models Paper • 2510.01304 • Published Oct 1, 2025 • 11
AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning Paper • 2509.08755 • Published Sep 10, 2025 • 57
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 125