Flash-DMD: Towards High-Fidelity Few-Step Image Generation with Efficient Distillation and Joint Reinforcement Learning Paper • 2511.20549 • Published Nov 25, 2025 • 25
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 • 42
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm Paper • 2511.04570 • Published Nov 6, 2025 • 210
ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning Paper • 2510.27492 • Published Oct 30, 2025 • 82
Spotlight on Token Perception for Multimodal Reinforcement Learning Paper • 2510.09285 • Published Oct 10, 2025 • 36
Diversity-Incentivized Exploration for Versatile Reasoning Paper • 2509.26209 • Published Sep 30, 2025 • 16
Native Hybrid Attention for Efficient Sequence Modeling Paper • 2510.07019 • Published Oct 8, 2025 • 16
Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Delibration Paper • 2509.14760 • Published Sep 18, 2025 • 53
MeshCoder: LLM-Powered Structured Mesh Code Generation from Point Clouds Paper • 2508.14879 • Published Aug 20, 2025 • 68
Speed Always Wins: A Survey on Efficient Architectures for Large Language Models Paper • 2508.09834 • Published Aug 13, 2025 • 53
STITCH: Simultaneous Thinking and Talking with Chunked Reasoning for Spoken Language Models Paper • 2507.15375 • Published Jul 21, 2025 • 30
SWE-Factory: Your Automated Factory for Issue Resolution Training Data and Evaluation Benchmarks Paper • 2506.10954 • Published Jun 12, 2025 • 52
Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Paper • 2506.04633 • Published Jun 5, 2025 • 19
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning Paper • 2506.04207 • Published Jun 4, 2025 • 48
SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond Paper • 2505.19641 • Published May 26, 2025 • 68
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28, 2025 • 131
FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Paper • 2505.17399 • Published May 23, 2025 • 14
Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark Paper • 2501.05444 • Published Jan 9, 2025 • 3