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Collections including paper arxiv:2512.20619

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 33
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 37
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 45
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95

Read But Not Implemented

TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times

Paper • 2512.16093 • Published Dec 18, 2025 • 96
Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer

Paper • 2511.22699 • Published Nov 27, 2025 • 249
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 225
Sharp Monocular View Synthesis in Less Than a Second

Paper • 2512.10685 • Published Dec 11, 2025 • 31

Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding

Paper • 2512.17532 • Published Dec 19, 2025 • 69
The Prism Hypothesis: Harmonizing Semantic and Pixel Representations via Unified Autoencoding

Paper • 2512.19693 • Published Dec 22, 2025 • 68
SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
EgoX: Egocentric Video Generation from a Single Exocentric Video

Paper • 2512.08269 • Published Dec 9, 2025 • 124

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 • 147
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 9
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 256

WorldDreamer: Towards General World Models for Video Generation via Predicting Masked Tokens

Paper • 2401.09985 • Published Jan 18, 2024 • 17
CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects

Paper • 2401.09962 • Published Jan 18, 2024 • 9
Inflation with Diffusion: Efficient Temporal Adaptation for Text-to-Video Super-Resolution

Paper • 2401.10404 • Published Jan 18, 2024 • 10
ActAnywhere: Subject-Aware Video Background Generation

Paper • 2401.10822 • Published Jan 19, 2024 • 13

SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
QuantiPhy: A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language Models

Paper • 2512.19526 • Published Dec 22, 2025 • 12
MatSpray: Fusing 2D Material World Knowledge on 3D Geometry

Paper • 2512.18314 • Published Dec 20, 2025 • 9
Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers

Paper • 2512.17351 • Published Dec 19, 2025 • 29

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 • 14

MMGR: Multi-Modal Generative Reasoning

Paper • 2512.14691 • Published Dec 16, 2025 • 121
KlingAvatar 2.0 Technical Report

Paper • 2512.13313 • Published Dec 15, 2025 • 44
SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 225

ARE: Scaling Up Agent Environments and Evaluations

Paper • 2509.17158 • Published Sep 21, 2025 • 36
ARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction with Structured Scene Representation

Paper • 2510.08551 • Published Oct 9, 2025 • 34
Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention

Paper • 2510.04212 • Published Oct 5, 2025 • 26
ERA: Transforming VLMs into Embodied Agents via Embodied Prior Learning and Online Reinforcement Learning

Paper • 2510.12693 • Published Oct 14, 2025 • 28

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 33
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 37
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 45
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

WorldDreamer: Towards General World Models for Video Generation via Predicting Masked Tokens

Paper • 2401.09985 • Published Jan 18, 2024 • 17
CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects

Paper • 2401.09962 • Published Jan 18, 2024 • 9
Inflation with Diffusion: Efficient Temporal Adaptation for Text-to-Video Super-Resolution

Paper • 2401.10404 • Published Jan 18, 2024 • 10
ActAnywhere: Subject-Aware Video Background Generation

Paper • 2401.10822 • Published Jan 19, 2024 • 13

SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95

SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
QuantiPhy: A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language Models

Paper • 2512.19526 • Published Dec 22, 2025 • 12
MatSpray: Fusing 2D Material World Knowledge on 3D Geometry

Paper • 2512.18314 • Published Dec 20, 2025 • 9
Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers

Paper • 2512.17351 • Published Dec 19, 2025 • 29

Read But Not Implemented

TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times

Paper • 2512.16093 • Published Dec 18, 2025 • 96
Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer

Paper • 2511.22699 • Published Nov 27, 2025 • 249
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 225
Sharp Monocular View Synthesis in Less Than a Second

Paper • 2512.10685 • Published Dec 11, 2025 • 31

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 • 14

Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding

Paper • 2512.17532 • Published Dec 19, 2025 • 69
The Prism Hypothesis: Harmonizing Semantic and Pixel Representations via Unified Autoencoding

Paper • 2512.19693 • Published Dec 22, 2025 • 68
SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
EgoX: Egocentric Video Generation from a Single Exocentric Video

Paper • 2512.08269 • Published Dec 9, 2025 • 124

MMGR: Multi-Modal Generative Reasoning

Paper • 2512.14691 • Published Dec 16, 2025 • 121
KlingAvatar 2.0 Technical Report

Paper • 2512.13313 • Published Dec 15, 2025 • 44
SemanticGen: Video Generation in Semantic Space

Paper • 2512.20619 • Published Dec 23, 2025 • 95
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 225

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 • 147
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 9
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 256

ARE: Scaling Up Agent Environments and Evaluations

Paper • 2509.17158 • Published Sep 21, 2025 • 36
ARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction with Structured Scene Representation

Paper • 2510.08551 • Published Oct 9, 2025 • 34
Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention

Paper • 2510.04212 • Published Oct 5, 2025 • 26
ERA: Transforming VLMs into Embodied Agents via Embodied Prior Learning and Online Reinforcement Learning

Paper • 2510.12693 • Published Oct 14, 2025 • 28

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