| MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model | Aug 31, 2022 | DenoisingMotion Generation | CodeCode Available | 2 |
| UniMuMo: Unified Text, Music and Motion Generation | Oct 6, 2024 | DecoderMotion Generation | CodeCode Available | 2 |
| InterGen: Diffusion-based Multi-human Motion Generation under Complex Interactions | Apr 12, 2023 | DenoisingMotion Generation | CodeCode Available | 2 |
| OmniControl: Control Any Joint at Any Time for Human Motion Generation | Oct 12, 2023 | Motion Generation | CodeCode Available | 2 |
| SViMo: Synchronized Diffusion for Video and Motion Generation in Hand-object Interaction Scenarios | Jun 3, 2025 | Motion GenerationVideo Generation | CodeCode Available | 1 |
| Self-Supervised Music-Motion Synchronization Learning for Music-Driven Conducting Motion Generation | May 31, 2022 | Generative Adversarial NetworkMotion Generation | CodeCode Available | 1 |
| Synthesizing Long-Term Human Motions with Diffusion Models via Coherent Sampling | Aug 3, 2023 | Motion GenerationSentence | CodeCode Available | 1 |
| RSMT: Real-time Stylized Motion Transition for Characters | Jun 21, 2023 | DiversityMotion Generation | CodeCode Available | 1 |
| ReorientBot: Learning Object Reorientation for Specific-Posed Placement | Feb 22, 2022 | Motion GenerationMotion Planning | CodeCode Available | 1 |
| Being Comes from Not-being: Open-vocabulary Text-to-Motion Generation with Wordless Training | Oct 28, 2022 | Language ModellingMotion Generation | CodeCode Available | 1 |
| SoPo: Text-to-Motion Generation Using Semi-Online Preference Optimization | Dec 6, 2024 | Motion Generation | CodeCode Available | 1 |
| MultiAct: Long-Term 3D Human Motion Generation from Multiple Action Labels | Dec 12, 2022 | Motion Generation | CodeCode Available | 1 |
| PoseGPT: Quantization-based 3D Human Motion Generation and Forecasting | Oct 19, 2022 | Human-Object Interaction DetectionMotion Generation | CodeCode Available | 1 |
| Motion Puzzle: Arbitrary Motion Style Transfer by Body Part | Feb 10, 2022 | Motion GenerationMotion Style Transfer | CodeCode Available | 1 |
| MotionMix: Weakly-Supervised Diffusion for Controllable Motion Generation | Jan 20, 2024 | DenoisingMotion Generation | CodeCode Available | 1 |
| Motion Policy Networks | Oct 21, 2022 | Motion GenerationMotion Planning | CodeCode Available | 1 |
| AnyMoLe: Any Character Motion In-betweening Leveraging Video Diffusion Models | Mar 11, 2025 | Motion Generationmotion in-betweening | CodeCode Available | 1 |
| Motion Generation from Fine-grained Textual Descriptions | Mar 20, 2024 | Motion Generation | CodeCode Available | 1 |
| BOTH2Hands: Inferring 3D Hands from Both Text Prompts and Body Dynamics | Dec 13, 2023 | Motion GenerationMotion Synthesis | CodeCode Available | 1 |
| T3M: Text Guided 3D Human Motion Synthesis from Speech | Aug 23, 2024 | DiversityMotion Generation | CodeCode Available | 1 |
| MotionBank: A Large-scale Video Motion Benchmark with Disentangled Rule-based Annotations | Oct 17, 2024 | Caption GenerationMotion Generation | CodeCode Available | 1 |
| MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human Motion | Sep 18, 2024 | Motion GenerationRetrieval | CodeCode Available | 1 |
| MMGT: Motion Mask Guided Two-Stage Network for Co-Speech Gesture Video Generation | May 29, 2025 | Motion GenerationVideo Generation | CodeCode Available | 1 |
| Light-T2M: A Lightweight and Fast Model for Text-to-motion Generation | Dec 15, 2024 | GPUMamba | CodeCode Available | 1 |
| M^3GPT: An Advanced Multimodal, Multitask Framework for Motion Comprehension and Generation | May 25, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MMM: Generative Masked Motion Model | Dec 6, 2023 | GPUmodel | CodeCode Available | 1 |
| LATTE: LAnguage Trajectory TransformEr | Aug 4, 2022 | Motion Generation | CodeCode Available | 1 |
| Dance with You: The Diversity Controllable Dancer Generation via Diffusion Models | Aug 23, 2023 | DiversityMotion Generation | CodeCode Available | 1 |
| KMM: Key Frame Mask Mamba for Extended Motion Generation | Nov 10, 2024 | Contrastive LearningMamba | CodeCode Available | 1 |
| AI Choreographer: Music Conditioned 3D Dance Generation with AIST++ | Jan 21, 2021 | Motion GenerationMotion Synthesis | CodeCode Available | 1 |
| Implicit Neural Representations for Variable Length Human Motion Generation | Mar 25, 2022 | DecoderDiversity | CodeCode Available | 1 |
| HUMANISE: Language-conditioned Human Motion Generation in 3D Scenes | Oct 18, 2022 | Motion Generation | CodeCode Available | 1 |
| Autoregressive GAN for Semantic Unconditional Head Motion Generation | Nov 2, 2022 | Motion GenerationTalking Head Generation | CodeCode Available | 1 |
| FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing | Dec 22, 2023 | Mixture-of-ExpertsMotion Generation | CodeCode Available | 1 |
| Exploring Text-to-Motion Generation with Human Preference | Apr 15, 2024 | Motion Generation | CodeCode Available | 1 |
| LaserHuman: Language-guided Scene-aware Human Motion Generation in Free Environment | Mar 20, 2024 | Motion Generation | CodeCode Available | 1 |
| FLAME: Free-form Language-based Motion Synthesis & Editing | Sep 1, 2022 | FormMotion Generation | CodeCode Available | 1 |
| GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation | Jan 4, 2024 | Motion GenerationMotion Synthesis | CodeCode Available | 1 |
| MCM: Multi-condition Motion Synthesis Framework for Multi-scenario | Sep 6, 2023 | Motion GenerationMotion Synthesis | CodeCode Available | 1 |
| MDMP: Multi-modal Diffusion for supervised Motion Predictions with uncertainty | Oct 4, 2024 | Motion ForecastingMotion Generation | CodeCode Available | 1 |
| InfiniMotion: Mamba Boosts Memory in Transformer for Arbitrary Long Motion Generation | Jul 14, 2024 | MambaMotion Generation | CodeCode Available | 1 |
| EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation | Dec 4, 2023 | DenoisingHuman Dynamics | CodeCode Available | 1 |
| Dyadic Interaction Modeling for Social Behavior Generation | Mar 14, 2024 | Contrastive LearningDiversity | CodeCode Available | 1 |
| Motion Avatar: Generate Human and Animal Avatars with Arbitrary Motion | May 18, 2024 | Motion Generation | CodeCode Available | 1 |
| EPFL-Smart-Kitchen-30: Densely annotated cooking dataset with 3D kinematics to challenge video and language models | Jun 2, 2025 | Action RecognitionAction Segmentation | CodeCode Available | 1 |
| A GAN-Like Approach for Physics-Based Imitation Learning and Interactive Character Control | May 21, 2021 | Imitation LearningMotion Generation | CodeCode Available | 1 |
| Constrained Diffusion with Trust Sampling | Nov 17, 2024 | Motion Generation | CodeCode Available | 1 |
| Conditional Motion In-betweening | Feb 9, 2022 | Motion Generationmotion in-betweening | CodeCode Available | 1 |
| AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism | Sep 2, 2023 | Motion GenerationMotion Synthesis | CodeCode Available | 1 |
| AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation | Dec 22, 2021 | 3D Human Pose EstimationDiversity | CodeCode Available | 1 |
