OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification Paper • 2512.10756 • Published 26 days ago • 34
Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving Paper • 2512.10739 • Published 26 days ago • 46
Nex-N1: Agentic Models Trained via a Unified Ecosystem for Large-Scale Environment Construction Paper • 2512.04987 • Published Dec 4, 2025 • 76
DualVLA: Building a Generalizable Embodied Agent via Partial Decoupling of Reasoning and Action Paper • 2511.22134 • Published Nov 27, 2025 • 21
ATLAS: A High-Difficulty, Multidisciplinary Benchmark for Frontier Scientific Reasoning Paper • 2511.14366 • Published Nov 18, 2025 • 16
Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds Paper • 2511.08892 • Published Nov 12, 2025 • 201
Game-TARS: Pretrained Foundation Models for Scalable Generalist Multimodal Game Agents Paper • 2510.23691 • Published Oct 27, 2025 • 53
Critique-RL: Training Language Models for Critiquing through Two-Stage Reinforcement Learning Paper • 2510.24320 • Published Oct 28, 2025 • 19
BAPO: Stabilizing Off-Policy Reinforcement Learning for LLMs via Balanced Policy Optimization with Adaptive Clipping Paper • 2510.18927 • Published Oct 21, 2025 • 83
Agentic Jigsaw Interaction Learning for Enhancing Visual Perception and Reasoning in Vision-Language Models Paper • 2510.01304 • Published Oct 1, 2025 • 10
AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning Paper • 2509.08755 • Published Sep 10, 2025 • 56
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 124
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning Paper • 2507.13348 • Published Jul 17, 2025 • 77
VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning Paper • 2505.22019 • Published May 28, 2025 • 11
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning Paper • 2504.07956 • Published Apr 10, 2025 • 46
Mask-DPO: Generalizable Fine-grained Factuality Alignment of LLMs Paper • 2503.02846 • Published Mar 4, 2025 • 19
ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents Paper • 2502.18017 • Published Feb 25, 2025 • 21
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Paper • 2502.06781 • Published Feb 10, 2025 • 58
Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training Paper • 2501.11425 • Published Jan 20, 2025 • 109
VisionZip: Longer is Better but Not Necessary in Vision Language Models Paper • 2412.04467 • Published Dec 5, 2024 • 117