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Collections including paper arxiv:2601.09708

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 322
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 19
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 15
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning

Paper • 2601.09708 • Published Jan 14 • 55

Vision Language Action models

A Survey on Vision-Language-Action Models: An Action Tokenization Perspective

Paper • 2507.01925 • Published Jul 2, 2025 • 39
Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning

Paper • 2507.16746 • Published Jul 22, 2025 • 35
MolmoAct: Action Reasoning Models that can Reason in Space

Paper • 2508.07917 • Published Aug 11, 2025 • 45
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies

Paper • 2508.20072 • Published Aug 27, 2025 • 32

Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning

Paper • 2601.09708 • Published Jan 14 • 55
Recurrent-Depth VLA: Implicit Test-Time Compute Scaling of Vision-Language-Action Models via Latent Iterative Reasoning

Paper • 2602.07845 • Published Feb 8 • 71

BroRL: Scaling Reinforcement Learning via Broadened Exploration

Paper • 2510.01180 • Published Oct 1, 2025 • 20
MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information

Paper • 2510.03632 • Published Oct 4, 2025 • 42
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 48
Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR

Paper • 2509.23808 • Published Sep 28, 2025 • 47

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 322
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 19
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 15
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning

Paper • 2601.09708 • Published Jan 14 • 55
Recurrent-Depth VLA: Implicit Test-Time Compute Scaling of Vision-Language-Action Models via Latent Iterative Reasoning

Paper • 2602.07845 • Published Feb 8 • 71

Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning

Paper • 2601.09708 • Published Jan 14 • 55

BroRL: Scaling Reinforcement Learning via Broadened Exploration

Paper • 2510.01180 • Published Oct 1, 2025 • 20
MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information

Paper • 2510.03632 • Published Oct 4, 2025 • 42
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 48
Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR

Paper • 2509.23808 • Published Sep 28, 2025 • 47

Vision Language Action models

A Survey on Vision-Language-Action Models: An Action Tokenization Perspective

Paper • 2507.01925 • Published Jul 2, 2025 • 39
Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning

Paper • 2507.16746 • Published Jul 22, 2025 • 35
MolmoAct: Action Reasoning Models that can Reason in Space

Paper • 2508.07917 • Published Aug 11, 2025 • 45
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies

Paper • 2508.20072 • Published Aug 27, 2025 • 32

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