Restoring Noisy Demonstration for Imitation Learning With Diffusion Models
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Shang-Fu, Yong, Co, Sun, Shao-Hua |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Programmatic Imitation Learning from Unlabeled and Noisy Demonstrations
by: Xin, Jimmy, et al.
Published: (2023)
by: Xin, Jimmy, et al.
Published: (2023)
Diffusion-Reward Adversarial Imitation Learning
by: Lai, Chun-Mao, et al.
Published: (2024)
by: Lai, Chun-Mao, et al.
Published: (2024)
Imitation learning-based spacecraft rendezvous and docking method with Expert Demonstration
by: Shao, Shibo, et al.
Published: (2026)
by: Shao, Shibo, et al.
Published: (2026)
SD2AIL: Adversarial Imitation Learning from Synthetic Demonstrations via Diffusion Models
by: Li, Pengcheng, et al.
Published: (2025)
by: Li, Pengcheng, et al.
Published: (2025)
Diffusion Model-Augmented Behavioral Cloning
by: Chen, Shang-Fu, et al.
Published: (2023)
by: Chen, Shang-Fu, et al.
Published: (2023)
Scaling Single Human Demonstrations for Imitation Learning using Generative Foundational Models
by: Heppert, Nick, et al.
Published: (2026)
by: Heppert, Nick, et al.
Published: (2026)
Imitation Learning with Precisely Labeled Human Demonstrations
by: Song, Yilong
Published: (2025)
by: Song, Yilong
Published: (2025)
DIRIGENt: End-To-End Robotic Imitation of Human Demonstrations Based on a Diffusion Model
by: Spisak, Josua, et al.
Published: (2025)
by: Spisak, Josua, et al.
Published: (2025)
Action-Constrained Imitation Learning
by: Yeh, Chia-Han, et al.
Published: (2025)
by: Yeh, Chia-Han, et al.
Published: (2025)
SAIL: Faster-than-Demonstration Execution of Imitation Learning Policies
by: Arachchige, Nadun Ranawaka, et al.
Published: (2025)
by: Arachchige, Nadun Ranawaka, et al.
Published: (2025)
Towards Diverse Behaviors: A Benchmark for Imitation Learning with Human Demonstrations
by: Jia, Xiaogang, et al.
Published: (2024)
by: Jia, Xiaogang, et al.
Published: (2024)
Human-to-Robot Interaction: Learning from Video Demonstration for Robot Imitation
by: Canh, Thanh Nguyen, et al.
Published: (2026)
by: Canh, Thanh Nguyen, et al.
Published: (2026)
Ergodic Imitation for Adaptive Exploration around Demonstrations
by: Xu, Ziyi, et al.
Published: (2026)
by: Xu, Ziyi, et al.
Published: (2026)
Augmented Reality Demonstrations for Scalable Robot Imitation Learning
by: Yang, Yue, et al.
Published: (2024)
by: Yang, Yue, et al.
Published: (2024)
Beyond Pixels: Learning Invariant Rewards for Real-World Robotics From a Few Demonstrations
by: Xu, Tengye, et al.
Published: (2026)
by: Xu, Tengye, et al.
Published: (2026)
Learning to Discern: Imitating Heterogeneous Human Demonstrations with Preference and Representation Learning
by: Kuhar, Sachit, et al.
Published: (2023)
by: Kuhar, Sachit, et al.
Published: (2023)
Counterfactual Behavior Cloning: Offline Imitation Learning from Imperfect Human Demonstrations
by: Sagheb, Shahabedin, et al.
Published: (2025)
by: Sagheb, Shahabedin, et al.
Published: (2025)
A Principled Approach for Creating High-fidelity Synthetic Demonstrations for Imitation Learning
by: Akash, Moniruzzaman, et al.
Published: (2026)
by: Akash, Moniruzzaman, et al.
Published: (2026)
ARCADE: Scalable Demonstration Collection and Generation via Augmented Reality for Imitation Learning
by: Yang, Yue, et al.
Published: (2024)
by: Yang, Yue, et al.
Published: (2024)
Leveraging Demonstrator-perceived Precision for Safe Interactive Imitation Learning of Clearance-limited Tasks
by: Oh, Hanbit, et al.
Published: (2024)
by: Oh, Hanbit, et al.
Published: (2024)
How to Train Your Robots? The Impact of Demonstration Modality on Imitation Learning
by: Li, Haozhuo, et al.
Published: (2025)
by: Li, Haozhuo, et al.
Published: (2025)
Flow-Enabled Generalization to Human Demonstrations in Few-Shot Imitation Learning
by: Tang, Runze, et al.
Published: (2026)
by: Tang, Runze, et al.
Published: (2026)
DITTO: Demonstration Imitation by Trajectory Transformation
by: Heppert, Nick, et al.
Published: (2024)
by: Heppert, Nick, et al.
Published: (2024)
One-Shot Robust Imitation Learning for Long-Horizon Visuomotor Tasks from Unsegmented Demonstrations
by: Wu, Shaokang, et al.
Published: (2024)
by: Wu, Shaokang, et al.
Published: (2024)
Offline Imitation Learning upon Arbitrary Demonstrations by Pre-Training Dynamics Representations
by: Ma, Haitong, et al.
Published: (2025)
by: Ma, Haitong, et al.
Published: (2025)
The Art of Imitation: Learning Long-Horizon Manipulation Tasks from Few Demonstrations
by: von Hartz, Jan Ole, et al.
Published: (2024)
by: von Hartz, Jan Ole, et al.
Published: (2024)
Latent Diffusion Planning for Imitation Learning
by: Xie, Amber, et al.
Published: (2025)
by: Xie, Amber, et al.
Published: (2025)
C3DM: Constrained-Context Conditional Diffusion Models for Imitation Learning
by: Saxena, Vaibhav, et al.
Published: (2023)
by: Saxena, Vaibhav, et al.
Published: (2023)
ESPADA: Execution Speedup via Semantics Aware Demonstration Data Downsampling for Imitation Learning
by: Kim, Byung-ju, et al.
Published: (2025)
by: Kim, Byung-ju, et al.
Published: (2025)
Grasp as You Dream: Imitating Functional Grasping from Generated Human Demonstrations
by: Tang, Chao, et al.
Published: (2026)
by: Tang, Chao, et al.
Published: (2026)
Bootstrapping Imitation Learning for Long-horizon Manipulation via Hierarchical Data Collection Space
by: Yang, Jinrong, et al.
Published: (2025)
by: Yang, Jinrong, et al.
Published: (2025)
UniBYD: A Unified Framework for Learning Robotic Manipulation Across Embodiments Beyond Imitation of Human Demonstrations
by: Yuan, Tingyu, et al.
Published: (2025)
by: Yuan, Tingyu, et al.
Published: (2025)
See Once, Then Act: Vision-Language-Action Model with Task Learning from One-Shot Video Demonstrations
by: Chen, Guangyan, et al.
Published: (2025)
by: Chen, Guangyan, et al.
Published: (2025)
Beyond Imitation: Reinforcement Learning Fine-Tuning for Adaptive Diffusion Navigation Policies
by: Sheng, Junhe, et al.
Published: (2026)
by: Sheng, Junhe, et al.
Published: (2026)
Feasibility-aware Imitation Learning from Observations through a Hand-mounted Demonstration Interface
by: Takahashi, Kei, et al.
Published: (2025)
by: Takahashi, Kei, et al.
Published: (2025)
GenH2R: Learning Generalizable Human-to-Robot Handover via Scalable Simulation, Demonstration, and Imitation
by: Wang, Zifan, et al.
Published: (2024)
by: Wang, Zifan, et al.
Published: (2024)
Multi-Robot Pursuit in Parameterized Formation via Imitation Learning
by: Chen, Jinyong, et al.
Published: (2024)
by: Chen, Jinyong, et al.
Published: (2024)
Diffusion-Based Imitation Learning for Social Pose Generation
by: Martin-Ozimek, Antonio Lech, et al.
Published: (2025)
by: Martin-Ozimek, Antonio Lech, et al.
Published: (2025)
R2BC: Multi-Agent Imitation Learning from Single-Agent Demonstrations
by: Mattson, Connor, et al.
Published: (2025)
by: Mattson, Connor, et al.
Published: (2025)
CHILD (Controller for Humanoid Imitation and Live Demonstration): a Whole-Body Humanoid Teleoperation System
by: Myers, Noboru, et al.
Published: (2025)
by: Myers, Noboru, et al.
Published: (2025)
Similar Items
-
Programmatic Imitation Learning from Unlabeled and Noisy Demonstrations
by: Xin, Jimmy, et al.
Published: (2023) -
Diffusion-Reward Adversarial Imitation Learning
by: Lai, Chun-Mao, et al.
Published: (2024) -
Imitation learning-based spacecraft rendezvous and docking method with Expert Demonstration
by: Shao, Shibo, et al.
Published: (2026) -
SD2AIL: Adversarial Imitation Learning from Synthetic Demonstrations via Diffusion Models
by: Li, Pengcheng, et al.
Published: (2025) -
Diffusion Model-Augmented Behavioral Cloning
by: Chen, Shang-Fu, et al.
Published: (2023)