MMDeepResearch-Bench: A Benchmark for Multimodal Deep Research Agents Paper • 2601.12346 • Published 5 days ago • 42
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning Paper • 2601.06002 • Published 14 days ago • 49
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision Paper • 2601.03193 • Published 17 days ago • 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 • 208
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 • 56
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 125
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning Paper • 2507.13348 • Published Jul 17, 2025 • 79
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