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Collections including paper arxiv:2512.19535

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

CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12

CASA: Cross-Attention over Self-Attention for Efficient Vision-Language Fusion on long-context streaming inputs

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3

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Video Gallery for CASA: Cross-Attention over Self-Attention
CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12
kyutai/CASA-Helium1-VL-2B

Image-Text-to-Text • 3B • Updated Mar 9 • 8 • 8
kyutai/CASA-Qwen2_5-VL-3B

Image-Text-to-Text • 4B • Updated Dec 23, 2025 • 114 • 2

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory

Paper • 2511.21678 • Published Nov 26, 2025 • 12
QuCo-RAG: Quantifying Uncertainty from the Pre-training Corpus for Dynamic Retrieval-Augmented Generation

Paper • 2512.19134 • Published Dec 22, 2025 • 32
Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows

Paper • 2512.16969 • Published Dec 18, 2025 • 120
CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12

YOLO-Master: MOE-Accelerated with Specialized Transformers for Enhanced Real-time Detection

Paper • 2512.23273 • Published Dec 29, 2025 • 15
A 58-Addition, Rank-23 Scheme for General 3x3 Matrix Multiplication

Paper • 2512.21980 • Published Dec 26, 2025 • 3
Step-DeepResearch Technical Report

Paper • 2512.20491 • Published Dec 23, 2025 • 87
SAM Audio: Segment Anything in Audio

Paper • 2512.18099 • Published Dec 19, 2025 • 24

Video generation

SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

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

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

YOLO-Master: MOE-Accelerated with Specialized Transformers for Enhanced Real-time Detection

Paper • 2512.23273 • Published Dec 29, 2025 • 15
A 58-Addition, Rank-23 Scheme for General 3x3 Matrix Multiplication

Paper • 2512.21980 • Published Dec 26, 2025 • 3
Step-DeepResearch Technical Report

Paper • 2512.20491 • Published Dec 23, 2025 • 87
SAM Audio: Segment Anything in Audio

Paper • 2512.18099 • Published Dec 19, 2025 • 24

CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12

Video generation

SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12

CASA: Cross-Attention over Self-Attention for Efficient Vision-Language Fusion on long-context streaming inputs

Running

Agents

3

CASA Gallery

🏠

3

Video Gallery for CASA: Cross-Attention over Self-Attention
CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12
kyutai/CASA-Helium1-VL-2B

Image-Text-to-Text • 3B • Updated Mar 9 • 8 • 8
kyutai/CASA-Qwen2_5-VL-3B

Image-Text-to-Text • 4B • Updated Dec 23, 2025 • 114 • 2

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory

Paper • 2511.21678 • Published Nov 26, 2025 • 12
QuCo-RAG: Quantifying Uncertainty from the Pre-training Corpus for Dynamic Retrieval-Augmented Generation

Paper • 2512.19134 • Published Dec 22, 2025 • 32
Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows

Paper • 2512.16969 • Published Dec 18, 2025 • 120
CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion

Paper • 2512.19535 • Published Dec 22, 2025 • 12

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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