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
NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model Paper • 2508.14444 • Published Aug 20, 2025 • 39
Intern-S1: A Scientific Multimodal Foundation Model Paper • 2508.15763 • Published Aug 21, 2025 • 259
CogniBench: A Legal-inspired Framework and Dataset for Assessing Cognitive Faithfulness of Large Language Models Paper • 2505.20767 • Published May 27, 2025 • 1
Speed Always Wins: A Survey on Efficient Architectures for Large Language Models Paper • 2508.09834 • Published Aug 13, 2025 • 53
Mixture-of-Recursions: Learning Dynamic Recursive Depths for Adaptive Token-Level Computation Paper • 2507.10524 • Published Jul 14, 2025 • 70
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers Paper • 2506.23918 • Published Jun 30, 2025 • 89
IntFold: A Controllable Foundation Model for General and Specialized Biomolecular Structure Prediction Paper • 2507.02025 • Published Jul 2, 2025 • 35
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs Paper • 2506.14429 • Published Jun 17, 2025 • 44
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
SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics Paper • 2506.01844 • Published Jun 2, 2025 • 147
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28, 2025 • 131
Learn to Reason Efficiently with Adaptive Length-based Reward Shaping Paper • 2505.15612 • Published May 21, 2025 • 34
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Paper • 2503.21614 • Published Mar 27, 2025 • 42
Linear-MoE: Linear Sequence Modeling Meets Mixture-of-Experts Paper • 2503.05447 • Published Mar 7, 2025 • 8