| Weakly-supervised Action Transition Learning for Stochastic Human Motion Prediction | May 31, 2022 | Human motion predictionMotion 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 |
| Implicit Neural Representations for Variable Length Human Motion Generation | Mar 25, 2022 | DecoderDiversity | CodeCode Available | 1 |
| ReorientBot: Learning Object Reorientation for Specific-Posed Placement | Feb 22, 2022 | Motion GenerationMotion Planning | CodeCode Available | 1 |
| Motion Puzzle: Arbitrary Motion Style Transfer by Body Part | Feb 10, 2022 | Motion GenerationMotion Style Transfer | CodeCode Available | 1 |
| Conditional Motion In-betweening | Feb 9, 2022 | Motion Generationmotion in-betweening | 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 |
| A GAN-Like Approach for Physics-Based Imitation Learning and Interactive Character Control | May 21, 2021 | Imitation LearningMotion Generation | CodeCode Available | 1 |
| AI Choreographer: Music Conditioned 3D Dance Generation with AIST++ | Jan 21, 2021 | Motion GenerationMotion Synthesis | CodeCode Available | 1 |
| SnapMoGen: Human Motion Generation from Expressive Texts | Jul 12, 2025 | Motion Generation | —Unverified | 0 |
| Go to Zero: Towards Zero-shot Motion Generation with Million-scale Data | Jul 9, 2025 | Motion GenerationZero-shot Generalization | CodeCode Available | 0 |
| Motion Generation: A Survey of Generative Approaches and Benchmarks | Jul 7, 2025 | Motion GenerationSurvey | —Unverified | 0 |
| A Unified Transformer-Based Framework with Pretraining For Whole Body Grasping Motion Generation | Jul 1, 2025 | Grasp GenerationMotion Generation | CodeCode Available | 0 |
| PlanMoGPT: Flow-Enhanced Progressive Planning for Text to Motion Synthesis | Jun 22, 2025 | DiversityMotion Generation | —Unverified | 0 |
| Human-Centered Editable Speech-to-Sign-Language Generation via Streaming Conformer-Transformer and Resampling Hook | Jun 17, 2025 | Motion GenerationText Generation | —Unverified | 0 |
| RL from Physical Feedback: Aligning Large Motion Models with Humanoid Control | Jun 15, 2025 | Humanoid ControlMotion Generation | —Unverified | 0 |
| Motion-R1: Chain-of-Thought Reasoning and Reinforcement Learning for Human Motion Generation | Jun 12, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| PhysiInter: Integrating Physical Mapping for High-Fidelity Human Interaction Generation | Jun 9, 2025 | Motion Generationvalid | —Unverified | 0 |
| UniConFlow: A Unified Constrained Generalization Framework for Certified Motion Planning with Flow Matching Models | Jun 3, 2025 | Collision AvoidanceMotion Generation | —Unverified | 0 |
| Captivity-Escape Games as a Means for Safety in Online Motion Generation | Jun 2, 2025 | Motion GenerationMotion Planning | —Unverified | 0 |
| Semantics-Aware Human Motion Generation from Audio Instructions | May 29, 2025 | Motion Generation | —Unverified | 0 |
| From Motion to Behavior: Hierarchical Modeling of Humanoid Generative Behavior Control | May 28, 2025 | Motion GenerationMotion Planning | —Unverified | 0 |
| IKMo: Image-Keyframed Motion Generation with Trajectory-Pose Conditioned Motion Diffusion Model | May 27, 2025 | Motion Generation | —Unverified | 0 |
| Absolute Coordinates Make Motion Generation Easy | May 26, 2025 | Motion Generation | —Unverified | 0 |
| From Single Images to Motion Policies via Video-Generation Environment Representations | May 25, 2025 | Depth EstimationMonocular Depth Estimation | —Unverified | 0 |
| Multi-Person Interaction Generation from Two-Person Motion Priors | May 23, 2025 | Motion Generation | —Unverified | 0 |
| MEgoHand: Multimodal Egocentric Hand-Object Interaction Motion Generation | May 22, 2025 | Motion GenerationObject | —Unverified | 0 |
| UniHM: Universal Human Motion Generation with Object Interactions in Indoor Scenes | May 19, 2025 | Human-Object Interaction DetectionMotion Generation | —Unverified | 0 |
| Towards Robust and Controllable Text-to-Motion via Masked Autoregressive Diffusion | May 16, 2025 | Motion GenerationMotion Synthesis | —Unverified | 0 |
| MARRS: Masked Autoregressive Unit-based Reaction Synthesis | May 16, 2025 | Motion GenerationQuantization | —Unverified | 0 |
| MoCLIP: Motion-Aware Fine-Tuning and Distillation of CLIP for Human Motion Generation | May 16, 2025 | Contrastive LearningMotion Generation | —Unverified | 0 |
| Text-driven Motion Generation: Overview, Challenges and Directions | May 14, 2025 | Motion GenerationMotion Synthesis | —Unverified | 0 |
| ReAlign: Bilingual Text-to-Motion Generation via Step-Aware Reward-Guided Alignment | May 8, 2025 | Motion Generation | —Unverified | 0 |
| StableMotion: Training Motion Cleanup Models with Unpaired Corrupted Data | May 6, 2025 | Motion Generation | —Unverified | 0 |
| Efficient 3D Full-Body Motion Generation from Sparse Tracking Inputs with Temporal Windows | May 3, 2025 | Motion Generation | —Unverified | 0 |
| TSTMotion: Training-free Scene-aware Text-to-motion Generation | May 2, 2025 | Motion Generation | —Unverified | 0 |
| Deterministic-to-Stochastic Diverse Latent Feature Mapping for Human Motion Synthesis | May 2, 2025 | DiversityMotion Generation | —Unverified | 0 |
| GENMO: A GENeralist Model for Human MOtion | May 2, 2025 | modelMotion Estimation | —Unverified | 0 |
| Sketch2Anim: Towards Transferring Sketch Storyboards into 3D Animation | Apr 27, 2025 | Motion GenerationMotion Synthesis | —Unverified | 0 |
| HUMOTO: A 4D Dataset of Mocap Human Object Interactions | Apr 14, 2025 | Human-Object Interaction DetectionMotion Generation | —Unverified | 0 |
| EchoMask: Speech-Queried Attention-based Mask Modeling for Holistic Co-Speech Motion Generation | Apr 12, 2025 | Gesture GenerationMotion Generation | —Unverified | 0 |
| DanceMosaic: High-Fidelity Dance Generation with Multimodal Editability | Apr 6, 2025 | Motion GenerationMotion Synthesis | —Unverified | 0 |
| Shape My Moves: Text-Driven Shape-Aware Synthesis of Human Motions | Apr 4, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| FlowMotion: Target-Predictive Conditional Flow Matching for Jitter-Reduced Text-Driven Human Motion Generation | Apr 2, 2025 | Computational EfficiencyMotion Generation | —Unverified | 0 |
| SIGHT: Single-Image Conditioned Generation of Hand Trajectories for Hand-Object Interaction | Mar 28, 2025 | Motion GenerationObject | —Unverified | 0 |
| GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domain | Mar 28, 2025 | Motion Generation | —Unverified | 0 |
| StyleMotif: Multi-Modal Motion Stylization using Style-Content Cross Fusion | Mar 27, 2025 | Motion GenerationMotion Synthesis | —Unverified | 0 |
| ReCoM: Realistic Co-Speech Motion Generation with Recurrent Embedded Transformer | Mar 27, 2025 | Domain GeneralizationMotion Generation | —Unverified | 0 |
| Guiding Human-Object Interactions with Rich Geometry and Relations | Mar 26, 2025 | Human-Object Interaction DetectionMotion Generation | —Unverified | 0 |
| Direct Post-Training Preference Alignment for Multi-Agent Motion Generation Models Using Implicit Feedback from Pre-training Demonstrations | Mar 25, 2025 | Motion Generation | —Unverified | 0 |