Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics Paper • 2601.14027 • Published 2 days ago • 9
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization Paper • 2601.05242 • Published 14 days ago • 203
SWE-RM: Execution-free Feedback For Software Engineering Agents Paper • 2512.21919 • Published 28 days ago • 10
Flash-DMD: Towards High-Fidelity Few-Step Image Generation with Efficient Distillation and Joint Reinforcement Learning Paper • 2511.20549 • Published Nov 25, 2025 • 26
P1: Mastering Physics Olympiads with Reinforcement Learning Paper • 2511.13612 • Published Nov 17, 2025 • 134
TiViBench: Benchmarking Think-in-Video Reasoning for Video Generative Models Paper • 2511.13704 • Published Nov 17, 2025 • 43
The Path Not Taken: RLVR Provably Learns Off the Principals Paper • 2511.08567 • Published Nov 11, 2025 • 34
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm Paper • 2511.04570 • Published Nov 6, 2025 • 212
ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning Paper • 2510.27492 • Published Oct 30, 2025 • 85
OS-Sentinel: Towards Safety-Enhanced Mobile GUI Agents via Hybrid Validation in Realistic Workflows Paper • 2510.24411 • Published Oct 28, 2025 • 72
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29, 2025 • 46
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29, 2025 • 46
Glyph: Scaling Context Windows via Visual-Text Compression Paper • 2510.17800 • Published Oct 20, 2025 • 68
DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning Paper • 2510.15110 • Published Oct 16, 2025 • 16
OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM Paper • 2510.15870 • Published Oct 17, 2025 • 91
COIG-Writer: A High-Quality Dataset for Chinese Creative Writing with Thought Processes Paper • 2510.14763 • Published Oct 16, 2025 • 14