Cover Image

PhyMotion: Structured 3D Motion Reward for Physics-Grounded Human Video Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huang, Yidong, Wang, Zun, Lin, Han, Kim, Dong-Ki, Omidshafiei, Shayegan, Yoon, Jaehong, Cho, Jaemin, Zhang, Yue, Bansal, Mohit
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Planning with Sketch-Guided Verification for Physics-Aware Video Generation
by: Huang, Yidong, et al.
Published: (2025)

AnchorWeave: World-Consistent Video Generation with Retrieved Local Spatial Memories
by: Wang, Zun, et al.
Published: (2026)

DreamRunner: Fine-Grained Compositional Story-to-Video Generation with Retrieval-Augmented Motion Adaptation
by: Wang, Zun, et al.
Published: (2024)

EPiC: Efficient Video Camera Control Learning with Precise Anchor-Video Guidance
by: Wang, Zun, et al.
Published: (2025)

Video-Skill-CoT: Skill-based Chain-of-Thoughts for Domain-Adaptive Video Reasoning
by: Lee, Daeun, et al.
Published: (2025)

Self-Correcting Text-to-Video Generation with Misalignment Detection and Localized Refinement
by: Lee, Daeun, et al.
Published: (2024)

Training-free Guidance in Text-to-Video Generation via Multimodal Planning and Structured Noise Initialization
by: Li, Jialu, et al.
Published: (2025)

EnvGen: Generating and Adapting Environments via LLMs for Training Embodied Agents
by: Zala, Abhay, et al.
Published: (2024)

SELMA: Learning and Merging Skill-Specific Text-to-Image Experts with Auto-Generated Data
by: Li, Jialu, et al.
Published: (2024)

VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning
by: Lin, Han, et al.
Published: (2023)

CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion
by: Yu, Shoubin, et al.
Published: (2024)

RACCooN: A Versatile Instructional Video Editing Framework with Auto-Generated Narratives
by: Yoon, Jaehong, et al.
Published: (2024)

V-Co: A Closer Look at Visual Representation Alignment via Co-Denoising
by: Lin, Han, et al.
Published: (2026)

GrndCtrl: Grounding World Models via Self-Supervised Reward Alignment
by: He, Haoyang, et al.
Published: (2025)

ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models
by: Sung, Yi-Lin, et al.
Published: (2023)

Collision Avoidance Verification of Multiagent Systems with Learned Policies
by: Dong, Zihao, et al.
Published: (2024)

Ctrl-Adapter: An Efficient and Versatile Framework for Adapting Diverse Controls to Any Diffusion Model
by: Lin, Han, et al.
Published: (2024)

DiagrammerGPT: Generating Open-Domain, Open-Platform Diagrams via LLM Planning
by: Zala, Abhay, et al.
Published: (2023)

When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning
by: Yu, Shoubin, et al.
Published: (2026)

Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level
by: Deng, Andong, et al.
Published: (2024)

Contrastive Region Guidance: Improving Grounding in Vision-Language Models without Training
by: Wan, David, et al.
Published: (2024)

SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation
by: Yoon, Jaehong, et al.
Published: (2024)

Bifrost-1: Bridging Multimodal LLMs and Diffusion Models with Patch-level CLIP Latents
by: Lin, Han, et al.
Published: (2025)

Hierarchy-Aware Multimodal Unlearning for Medical AI
by: Wu, Fengli, et al.
Published: (2025)

MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation
by: Yu, Shoubin, et al.
Published: (2025)

Adapt-$\infty$: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection
by: Maharana, Adyasha, et al.
Published: (2024)

Multimodal Representation Learning by Alternating Unimodal Adaptation
by: Zhang, Xiaohui, et al.
Published: (2023)

PhyGile: Physics-Prefix Guided Motion Generation for Agile General Humanoid Motion Tracking
by: Bao, Jiacheng, et al.
Published: (2026)

Delay-Aware Diffusion Policy: Bridging the Observation-Execution Gap in Dynamic Tasks
by: Liao, Aileen, et al.
Published: (2025)

SayComply: Grounding Field Robotic Tasks in Operational Compliance through Retrieval-Based Language Models
by: Ginting, Muhammad Fadhil, et al.
Published: (2024)

Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning
by: Wang, Ziyang, et al.
Published: (2025)

Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts
by: Liu, Qin, et al.
Published: (2024)

Error-Driven Scene Editing for 3D Grounding in Large Language Models
by: Zhang, Yue, et al.
Published: (2025)

RSQ: Learning from Important Tokens Leads to Better Quantized LLMs
by: Sung, Yi-Lin, et al.
Published: (2025)

VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos
by: Wang, Ziyang, et al.
Published: (2024)

PhyVLLM: Physics-Guided Video Language Model with Motion-Appearance Disentanglement
by: Zhan, Yu-Wei, et al.
Published: (2025)

Seeing Isn't Knowing: Do VLMs Know When Not to Answer Spatial Questions (and Why)?
by: Zhang, Yue, et al.
Published: (2026)

CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting
by: Pothiraj, Atin, et al.
Published: (2025)

RotBench: Evaluating Multimodal Large Language Models on Identifying Image Rotation
by: Niu, Tianyi, et al.
Published: (2025)

DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback
by: Khan, Zaid, et al.
Published: (2024)