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Collections including paper arxiv:2512.22615

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 93
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50
Learning to Reason in 4D: Dynamic Spatial Understanding for Vision Language Models

Paper • 2512.20557 • Published Dec 23, 2025 • 51
TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times

Paper • 2512.16093 • Published Dec 18, 2025 • 97

扩散模型_based

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50

segmentation plus report

ReXGroundingCT: A 3D Chest CT Dataset for Segmentation of Findings from Free-Text Reports

Paper • 2507.22030 • Published Jul 29, 2025 • 4
Unlocking the Potential of MLLMs in Referring Expression Segmentation via a Light-weight Mask Decode

Paper • 2508.04107 • Published Aug 6, 2025 • 4
Phrase-grounded Fact-checking for Automatically Generated Chest X-ray Reports

Paper • 2509.21356 • Published Sep 20, 2025
Learning Segmentation from Radiology Reports

Paper • 2507.05582 • Published Jul 8, 2025 • 1

Astra: Toward General-Purpose Mobile Robots via Hierarchical Multimodal Learning

Paper • 2506.06205 • Published Jun 6, 2025 • 30
BitVLA: 1-bit Vision-Language-Action Models for Robotics Manipulation

Paper • 2506.07530 • Published Jun 9, 2025 • 20
Ark: An Open-source Python-based Framework for Robot Learning

Paper • 2506.21628 • Published Jun 24, 2025 • 16
RoboBrain 2.0 Technical Report

Paper • 2507.02029 • Published Jul 2, 2025 • 35

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50
PhysBrain: Human Egocentric Data as a Bridge from Vision Language Models to Physical Intelligence

Paper • 2512.16793 • Published Dec 18, 2025 • 76

Diffusion models

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50
LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Paper • 2512.15745 • Published Dec 10, 2025 • 88
On the Role of Discreteness in Diffusion LLMs

Paper • 2512.22630 • Published Dec 27, 2025 • 18
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models

Paper • 2512.24165 • Published Dec 30, 2025 • 52

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50

openai/gpt-oss-120b

Text Generation • 120B • Updated Aug 26, 2025 • 3.52M • • 4.72k
Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning

Paper • 2512.20605 • Published Dec 23, 2025 • 62
Nested Browser-Use Learning for Agentic Information Seeking

Paper • 2512.23647 • Published Dec 29, 2025 • 19
TimeBill: Time-Budgeted Inference for Large Language Models

Paper • 2512.21859 • Published Dec 26, 2025 • 25

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 45
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 42
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

Paper • 2506.14429 • Published Jun 17, 2025 • 44

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 93
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50
PhysBrain: Human Egocentric Data as a Bridge from Vision Language Models to Physical Intelligence

Paper • 2512.16793 • Published Dec 18, 2025 • 76

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50
Learning to Reason in 4D: Dynamic Spatial Understanding for Vision Language Models

Paper • 2512.20557 • Published Dec 23, 2025 • 51
TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times

Paper • 2512.16093 • Published Dec 18, 2025 • 97

Diffusion models

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50
LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Paper • 2512.15745 • Published Dec 10, 2025 • 88
On the Role of Discreteness in Diffusion LLMs

Paper • 2512.22630 • Published Dec 27, 2025 • 18
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models

Paper • 2512.24165 • Published Dec 30, 2025 • 52

扩散模型_based

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

Paper • 2512.22615 • Published Dec 27, 2025 • 50

segmentation plus report

ReXGroundingCT: A 3D Chest CT Dataset for Segmentation of Findings from Free-Text Reports

Paper • 2507.22030 • Published Jul 29, 2025 • 4
Unlocking the Potential of MLLMs in Referring Expression Segmentation via a Light-weight Mask Decode

Paper • 2508.04107 • Published Aug 6, 2025 • 4
Phrase-grounded Fact-checking for Automatically Generated Chest X-ray Reports

Paper • 2509.21356 • Published Sep 20, 2025
Learning Segmentation from Radiology Reports

Paper • 2507.05582 • Published Jul 8, 2025 • 1

openai/gpt-oss-120b

Text Generation • 120B • Updated Aug 26, 2025 • 3.52M • • 4.72k
Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning

Paper • 2512.20605 • Published Dec 23, 2025 • 62
Nested Browser-Use Learning for Agentic Information Seeking

Paper • 2512.23647 • Published Dec 29, 2025 • 19
TimeBill: Time-Budgeted Inference for Large Language Models

Paper • 2512.21859 • Published Dec 26, 2025 • 25

Astra: Toward General-Purpose Mobile Robots via Hierarchical Multimodal Learning

Paper • 2506.06205 • Published Jun 6, 2025 • 30
BitVLA: 1-bit Vision-Language-Action Models for Robotics Manipulation

Paper • 2506.07530 • Published Jun 9, 2025 • 20
Ark: An Open-source Python-based Framework for Robot Learning

Paper • 2506.21628 • Published Jun 24, 2025 • 16
RoboBrain 2.0 Technical Report

Paper • 2507.02029 • Published Jul 2, 2025 • 35

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 45
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 42
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

Paper • 2506.14429 • Published Jun 17, 2025 • 44

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