Text-to-Motion Generation

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15 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. FlowCoMotion: Text-to-Motion Generation via Token-Latent Flow Modeling

    Apr 13, 2026Dawei Guan, Di Yang, Chengjie Jin +1Text-to-Motion GenerationHuman Motion Generation

    School of Artificial Intelligence and Data Science, University of Science and Technology of China · Suzhou Institute for Advanced Research, University of Science and Technology of China

  2. Coordinate-Based Dual-Constrained Autoregressive Motion Generation

    Apr 9, 2026Kang Ding, Hongsong Wang, Jie Gui +1Text-to-Motion GenerationHuman Motion Generation

    School of Cyber Science and Engineering, Southeast University, Nanjing 210096, China · School of Computer Science and Engineering, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications, Ministry of Education, Southeast University, Nanjing 210096, China · School of Cyber Science and Engineering, Southeast University, also with Purple Mountain Laboratories, Nanjing 211111, China, and also with Engineering Research Center of Blockchain Application, Supervision And Management (Southeast University), Ministry of Education, Southeast University, Nanjing 210096, China +1

  3. Next-Scale Autoregressive Models for Text-to-Motion Generation

    Apr 4, 2026Zhiwei Zheng, Shibo Jin, Lingjie Liu +1Text-to-Motion GenerationHuman Motion Generation

    University of Pennsylvania

  4. Exploring Motion-Language Alignment for Text-driven Motion Generation

    Apr 3, 2026Ruxi Gu, Zilei Wang, Wei WangText-to-Motion GenerationHuman Motion Generation

    Department of Automation, University of Science and Technology of China, Hefei, China · State Key Laboratory of General Artificial Intelligence, BIGAI, Beijing, China

  5. Not All Frames Are Equal: Complexity-Aware Masked Motion Generation via Motion Spectral Descriptors

    Mar 31, 2026Pengfei Zhou, Xiangyue Zhang, Xukun Shen +1Human Motion GenerationText-to-Motion Generation

    Wuhan University, Wuhan, China

  6. MotionRFT: Unified Reinforcement Fine-Tuning for Text-to-Motion Generation

    Mar 28, 2026Xiaofeng Tan, Wanjiang Weng, Hongsong Wang +3Text-to-Motion GenerationHuman Motion Generation

    School of Computer Science and Engineering, Southeast University, Nanjing 211189, China, and also with Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China · State Key Laboratory for Novel Software Technology, School of Intelligence Science and Technology, Nanjing University, Nanjing 210023, China · New Laboratory of Pattern Recognition (NLPR), State Key Laboratory of Multimodal Artificial Intelligence Systems (MAIS), Institute of Automation, Chinese Academy of Sciences (CASIA), and also with School of Artificial Intelligence, University of Chinese Academy of Sciences

  7. Unified Number-Free Text-to-Motion Generation Via Flow Matching

    Mar 27, 2026Guanhe Huang, Oya CeliktutanText-to-Motion GenerationHuman Motion Generation

    King’s College London

  8. Bilingual Text-to-Motion Generation: A New Benchmark and Baselines

    Mar 26, 2026Wanjiang Weng, Xiaofeng Tan, Xiangbo Shu +3Text-to-Motion GenerationHuman Motion Generation

    School of Computer Science and Engineering, Southeast University, Nanjing 210096, China · Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China · Nanjing University of Science and Technology +1

  9. GDPO-Listener: Expressive Interactive Head Generation via Auto-Regressive Flow Matching and Group reward-Decoupled Policy Optimization

    Mar 26, 2026Zhangyu Jin, Maksim Siniukov, Deuksin Kwon +2Human Motion GenerationTalking Head Generation

    University of Southern California, Institute for Creative Technologies

  10. Teacher-Student Diffusion Model for Text-Driven 3D Hand Motion Generation

    Mar 25, 2026Ching-Lam Cheng, Bin Zhu, Shengfeng HeText-to-Motion GenerationHuman Motion Generation

    Singapore Management University

  11. From Diffusion to Flow: Efficient Motion Generation in MotionGPT3

    Mar 23, 2026Jaymin Bhan, JiHong Jeon, SangYeop JeongText-to-Motion GenerationMotion Diffusion Models

    Department of Applied Artificial Intelligence Seoul National University of Science and Technology

  12. Controllable Text-to-Motion Generation via Modular Body-Part Phase Control

    Mar 20, 2026Minyue Dai, Ke Fan, Anyi Rao +2Text-to-Motion GenerationMotion Representation Learning

    Fudan University · Shanghai Jiao Tong University · HKUST +2

  13. OpenT2M: No-frill Motion Generation with Open-source,Large-scale, High-quality Data

    Mar 19, 2026Bin Cao, Sipeng Zheng, Hao Luo +3Text-to-Motion GenerationHuman Motion Generation

    CASIA · UCAS · BAAI +3

  14. UMO: Unified In-Context Learning Unlocks Motion Foundation Model Priors

    Mar 16, 2026Xiaoyan Cong, Zekun Li, Zhiyang Dou +9Human Motion GenerationMotion Diffusion Models

    Brown University · Massachusetts Institute of Technology · Max-Planck Institute for Intelligent Systems +2

  15. Kimodo: Scaling Controllable Human Motion Generation

    Mar 16, 2026Davis Rempe, Mathis Petrovich, Ye Yuan +21Human Motion GenerationDiffusion Models for Motion Generation

    NVIDIA

  16. ActionPlan: Future-Aware Streaming Motion Synthesis via Frame-Level Action Planning

    Mar 13, 2026Eric Nazarenus, Chuqiao Li, Yannan He +3Diffusion Models for Motion GenerationText-to-Motion Generation

    Tübingen AI Center, University of Tübingen, Germany · Max Planck Institute for Informatics, Saarland Informatics Campus, Germany

  17. LaMoGen: Language to Motion Generation Through LLM-Guided Symbolic Inference

    Mar 12, 2026Junkun Jiang, Ho Yin Au, Jingyu Xiang +1Text-to-Motion GenerationHuman Motion Generation

    Department of Computer Science, Hong Kong Baptist University, HKSAR

  18. ParTY: Part-Guidance for Expressive Text-to-Motion Synthesis

    Mar 10, 2026KunHo Heo, SuYeon Kim, Yonghyun Gwon +2Text-to-Motion GenerationHuman Motion Generation

    Kyung Hee University

  19. PRISM: Streaming Human Motion Generation with Per-Joint Latent Decomposition

    Mar 9, 2026Zeyu Ling, Qing Shuai, Teng Zhang +3Text-to-Motion GenerationHuman Motion Generation

    State Key Laboratory of CAD & CG, Zhejiang University, Hangzhou, China. · Computer Animation & Perception Group, Zhejiang University, Hangzhou, China. · VIVID Team, ByteDance, Beijing, China. +1

  20. Controllable Complex Human Motion Video Generation via Text-to-Skeleton Cascades

    Mar 9, 2026Ashkan Taghipour, Morteza Ghahremani, Zinuo Li +3Controllable Video GenerationPose-Conditioned Video Generation

    Department of Computer Science and Software Engineering, The University of Western Australia, Australia. · Munich Center for Machine Learning (MCML) and Technical University of Munich (TUM), Germany. · School of Information Technology, Murdoch University, Australia. +1

  21. Causal Motion Diffusion Models for Autoregressive Motion Generation

    Feb 26, 2026Qing Yu, Akihisa Watanabe, Kent FujiwaraHuman Motion GenerationDiffusion Models for Motion Generation

    LY Corporation · Waseda University

  22. SceMoS: Scene-Aware 3D Human Motion Synthesis by Planning with Geometry-Grounded Tokens

    Feb 24, 2026Anindita Ghosh, Vladislav Golyanik, Taku Komura +3Human Motion GenerationText-to-Motion Generation

    DFKI · MPI for Informatics · Saarland Informatics Campus +1

  23. BiMotion: B-spline Motion for Text-guided Dynamic 3D Character Generation

    Feb 21, 2026Miaowei Wang, Qingxuan Yan, Zhi Cao +4Text-to-Motion GenerationHuman Motion Generation

    University of Edinburgh · Cornell University · University of Michigan +1

  24. A Self-Supervised Approach on Motion Calibration for Enhancing Physical Plausibility in Text-to-Motion

    Feb 20, 2026Gahyeon Shim, Soogeun Park, Hyemin AhnHuman Motion GenerationText-to-Motion Generation

    Artificial Intelligence Graduate School (AIGS), Ulsan National Institute of Science and Technology (UNIST), Ulsan, Korea · Department of Electrical Engineering (EE), Pohang University of Science and Technology (POSTECH), Pohang, Korea

  25. Temporal Consistency-Aware Text-to-Motion Generation

    Feb 20, 2026Hongsong Wang, Wenjing Yan, Qiuxia Lai +1Text-to-Motion GenerationHuman Motion Generation

    School of Computer Science and Engineering, Southeast University, Nanjing, China. · Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China. · State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China.

  26. Language-Guided Transformer Tokenizer for Human Motion Generation

    Feb 9, 2026Sheng Yan, Yong Wang, Xin Du +2Text-to-Motion GenerationHuman Motion Generation

    1Transsion Ltd. · 2Chongqing University of Technology · 3Afari Intelligence Drive +2

  27. T2M Mamba: Motion Periodicity-Saliency Coupling Approach for Stable Text-Driven Motion Generation

    Feb 1, 2026Xingzu Zhan, Chen Xie, Honghang Chen +2Text-to-Motion GenerationMamba

    Shenzhen University, Shenzhen, China · Jinan University, Guangzhou, China

  28. Reconstruction-Anchored Diffusion Model for Text-to-Motion Generation

    Jan 21, 2026Yifei Liu, Changxing Ding, Ling Guo +2Diffusion Model GuidanceText-to-Motion Generation

    South China University of Technology · Joy Future Academy

  29. MoLingo: Motion-Language Alignment for Text-to-Human Motion Generation

    Dec 15, 2025Yannan He, Garvita Tiwari, Xiaohan Zhang +4Latent Diffusion ModelsText-to-Motion Generation

    University of Tübingen, Germany · Tübingen AI Center, Germany · Max Planck Institute for Informatics, Saarland Informatics Campus, Germany +2

  30. IRG-MotionLLM: Interleaving Motion Generation, Assessment and Refinement for Text-to-Motion Generation

    Dec 11, 2025Yuan-Ming Li, Qize Yang, Nan Lei +5Text-to-Motion Generation

    Sun Yat-sen University · Tongyi Lab, Alibaba Group · Key Laboratory of Machine Intelligence and Advanced Computing, Ministry of Education, China +1