Cover Image

Multimodal Generative AI with Autoregressive LLMs for Human Motion Understanding and Generation: A Way Forward

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Islam, Muhammad, Huang, Tao, Ahn, Euijoon, Naseem, Usman
Format:	Preprint
Published:	2025
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

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review
by: Abdullah, et al.
Published: (2025)

MotionGPT: Finetuned LLMs Are General-Purpose Motion Generators
by: Zhang, Yaqi, et al.
Published: (2023)

Adversarial Error Correction for Visual Autoregressive Generation
by: Bi, Ligong, et al.
Published: (2026)

How Can Multimodal Remote Sensing Datasets Transform Classification via SpatialNet-ViT?
by: Kashyap, Gautam Siddharth, et al.
Published: (2025)

Motion-Aware Caching for Efficient Autoregressive Video Generation
by: Xu, Jing, et al.
Published: (2026)

Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions
by: Phuntsho, Karma, et al.
Published: (2025)

JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
by: Ma, Yiyang, et al.
Published: (2024)

Learning Human-Perceived Fakeness in AI-Generated Videos via Multimodal LLMs
by: Fu, Xingyu, et al.
Published: (2025)

Generative AI-Driven High-Fidelity Human Motion Simulation
by: Iyer, Hari, et al.
Published: (2025)

Contact-aware Human Motion Generation from Textual Descriptions
by: Ma, Sihan, et al.
Published: (2024)

KinMo: Kinematic-aware Human Motion Understanding and Generation
by: Zhang, Pengfei, et al.
Published: (2024)

StickMotion: Generating 3D Human Motions by Drawing a Stickman
by: Wang, Tao, et al.
Published: (2025)

UniMotion: A Unified Framework for Motion-Text-Vision Understanding and Generation
by: Wang, Ziyi, et al.
Published: (2026)

Long-term Traffic Simulation with Interleaved Autoregressive Motion and Scenario Generation
by: Yang, Xiuyu, et al.
Published: (2025)

Frequency Autoregressive Image Generation with Continuous Tokens
by: Yu, Hu, et al.
Published: (2025)

WANDR: Intention-guided Human Motion Generation
by: Diomataris, Markos, et al.
Published: (2024)

Steering Visual Generation in Unified Multimodal Models with Understanding Supervision
by: Liu, Zeyu, et al.
Published: (2026)

PhyMotion: Structured 3D Motion Reward for Physics-Grounded Human Video Generation
by: Huang, Yidong, et al.
Published: (2026)

Generative Pre-trained Autoregressive Diffusion Transformer
by: Zhang, Yuan, et al.
Published: (2025)

Intersectional Fairness in Vision-Language Models for Medical Image Disease Classification
by: Zhang, Yupeng, et al.
Published: (2025)

CapsFake: A Multimodal Capsule Network for Detecting Instruction-Guided Deepfakes
by: Nguyen, Tuan, et al.
Published: (2025)

MAGI-1: Autoregressive Video Generation at Scale
by: ai, Sand., et al.
Published: (2025)

Geometry-Guided Camera Motion Understanding in VideoLLMs
by: Feng, Haoan, et al.
Published: (2026)

MENTOR: Efficient Multimodal-Conditioned Tuning for Autoregressive Vision Generation Models
by: Zhao, Haozhe, et al.
Published: (2025)

ARMOR: Empowering Multimodal Understanding Model with Interleaved Multimodal Generation Capability
by: Sun, Jianwen, et al.
Published: (2025)

MIDAS: Multimodal Interactive Digital-humAn Synthesis via Real-time Autoregressive Video Generation
by: Chen, Ming, et al.
Published: (2025)

RU-AI: A Large Multimodal Dataset for Machine-Generated Content Detection
by: Huang, Liting, et al.
Published: (2024)

SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation
by: Chen, Siqi, et al.
Published: (2025)

Evaluating Compositional Scene Understanding in Multimodal Generative Models
by: Fu, Shuhao, et al.
Published: (2025)

Speculative Decoding for Autoregressive Video Generation
by: Hu, Yuezhou, et al.
Published: (2026)

Spanning Tree Autoregressive Visual Generation
by: Lee, Sangkyu, et al.
Published: (2025)

Multi-modal Generative AI: Multi-modal LLMs, Diffusions, and the Unification
by: Wang, Xin, et al.
Published: (2024)

Free Lunch for Unified Multimodal Models: Enhancing Generation via Reflective Rectification with Inherent Understanding
by: Jiang, Yibo, et al.
Published: (2026)

Nexus-Gen: Unified Image Understanding, Generation, and Editing via Prefilled Autoregression in Shared Embedding Space
by: Zhang, Hong, et al.
Published: (2025)

Coordinating Multiple Conditions for Trajectory-Controlled Human Motion Generation
by: Cai, Deli, et al.
Published: (2026)

Locality-aware Parallel Decoding for Efficient Autoregressive Image Generation
by: Zhang, Zhuoyang, et al.
Published: (2025)

TokenMotion: Decoupled Motion Control via Token Disentanglement for Human-centric Video Generation
by: Li, Ruineng, et al.
Published: (2025)

MarDini: Masked Autoregressive Diffusion for Video Generation at Scale
by: Liu, Haozhe, et al.
Published: (2024)

Detecting AI-Generated Images via Diffusion Snap-Back Reconstruction: A Forensic Approach
by: Ameen, Mohd Ruhul, et al.
Published: (2025)

Melon Fruit Detection and Quality Assessment Using Generative AI-Based Image Data Augmentation
by: Yoon, Seungri, et al.
Published: (2024)