Beyond Binary: Sim-to-Real Dexterous Manipulation with Physics-Grounded Contact Representation
Fuente:
arXiv
Saved in:
| Main Authors: | Pan, Jiahe, Coros, Stelian, Malik, Jitendra, Lin, Toru |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Sim-to-Real Reinforcement Learning for Vision-Based Dexterous Manipulation on Humanoids
by: Lin, Toru, et al.
Published: (2025)
by: Lin, Toru, et al.
Published: (2025)
Coordinated Humanoid Manipulation with Choice Policies
by: Qi, Haozhi, et al.
Published: (2025)
by: Qi, Haozhi, et al.
Published: (2025)
RobotKeyframing: Learning Locomotion with High-Level Objectives via Mixture of Dense and Sparse Rewards
by: Zargarbashi, Fatemeh, et al.
Published: (2024)
by: Zargarbashi, Fatemeh, et al.
Published: (2024)
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization
by: Sukhija, Bhavya, et al.
Published: (2024)
by: Sukhija, Bhavya, et al.
Published: (2024)
Safe Exploration via Policy Priors
by: Wendl, Manuel, et al.
Published: (2026)
by: Wendl, Manuel, et al.
Published: (2026)
Dexterity from Smart Lenses: Multi-Fingered Robot Manipulation with In-the-Wild Human Demonstrations
by: Guzey, Irmak, et al.
Published: (2025)
by: Guzey, Irmak, et al.
Published: (2025)
Maximum Entropy Behavior Exploration for Sim2Real Zero-Shot Reinforcement Learning
by: Hu, Jiajun, et al.
Published: (2026)
by: Hu, Jiajun, et al.
Published: (2026)
Bridging the Sim-to-Real Gap with Bayesian Inference
by: Rothfuss, Jonas, et al.
Published: (2024)
by: Rothfuss, Jonas, et al.
Published: (2024)
Bridging the Sim-to-Real Gap for Athletic Loco-Manipulation
by: Fey, Nolan, et al.
Published: (2025)
by: Fey, Nolan, et al.
Published: (2025)
How to Peel with a Knife: Aligning Fine-Grained Manipulation with Human Preference
by: Lin, Toru, et al.
Published: (2026)
by: Lin, Toru, et al.
Published: (2026)
Reconciling Reality through Simulation: A Real-to-Sim-to-Real Approach for Robust Manipulation
by: Torne, Marcel, et al.
Published: (2024)
by: Torne, Marcel, et al.
Published: (2024)
DexterityGen: Foundation Controller for Unprecedented Dexterity
by: Yin, Zhao-Heng, et al.
Published: (2025)
by: Yin, Zhao-Heng, et al.
Published: (2025)
Sim-and-Real Co-Training: A Simple Recipe for Vision-Based Robotic Manipulation
by: Maddukuri, Abhiram, et al.
Published: (2025)
by: Maddukuri, Abhiram, et al.
Published: (2025)
Grounding Sim-to-Real Generalization in Dexterous Manipulation: An Empirical Study with Vision-Language-Action Models
by: Jin, Ruixing, et al.
Published: (2026)
by: Jin, Ruixing, et al.
Published: (2026)
DexMachina: Functional Retargeting for Bimanual Dexterous Manipulation
by: Mandi, Zhao, et al.
Published: (2025)
by: Mandi, Zhao, et al.
Published: (2025)
X-Sim: Cross-Embodiment Learning via Real-to-Sim-to-Real
by: Dan, Prithwish, et al.
Published: (2025)
by: Dan, Prithwish, et al.
Published: (2025)
CORN: Contact-based Object Representation for Nonprehensile Manipulation of General Unseen Objects
by: Cho, Yoonyoung, et al.
Published: (2024)
by: Cho, Yoonyoung, et al.
Published: (2024)
Twisting Lids Off with Two Hands
by: Lin, Toru, et al.
Published: (2024)
by: Lin, Toru, et al.
Published: (2024)
SPiDR: A Simple Approach for Zero-Shot Safety in Sim-to-Real Transfer
by: As, Yarden, et al.
Published: (2025)
by: As, Yarden, et al.
Published: (2025)
Problem Space Transformations for Out-of-Distribution Generalisation in Behavioural Cloning
by: Doshi, Kiran, et al.
Published: (2024)
by: Doshi, Kiran, et al.
Published: (2024)
Watch Less, Feel More: Sim-to-Real RL for Generalizable Articulated Object Manipulation via Motion Adaptation and Impedance Control
by: Do, Tan-Dzung, et al.
Published: (2025)
by: Do, Tan-Dzung, et al.
Published: (2025)
Benchmarking Reinforcement Learning Methods for Dexterous Robotic Manipulation with a Three-Fingered Gripper
by: Cutler, Elizabeth, et al.
Published: (2024)
by: Cutler, Elizabeth, et al.
Published: (2024)
DexSim2Real: Foundation Model-Guided Sim-to-Real Transfer for Generalizable Dexterous Manipulation
by: Zeng, Zijian, et al.
Published: (2026)
by: Zeng, Zijian, et al.
Published: (2026)
Learning Sim-to-Real Humanoid Locomotion in 15 Minutes
by: Seo, Younggyo, et al.
Published: (2025)
by: Seo, Younggyo, et al.
Published: (2025)
AnyRotate: Gravity-Invariant In-Hand Object Rotation with Sim-to-Real Touch
by: Yang, Max, et al.
Published: (2024)
by: Yang, Max, et al.
Published: (2024)
Learning Visuotactile Skills with Two Multifingered Hands
by: Lin, Toru, et al.
Published: (2024)
by: Lin, Toru, et al.
Published: (2024)
Diffusion-Based Impedance Learning for Contact-Rich Manipulation Tasks
by: Geiger, Noah, et al.
Published: (2025)
by: Geiger, Noah, et al.
Published: (2025)
DrEureka: Language Model Guided Sim-To-Real Transfer
by: Ma, Yecheng Jason, et al.
Published: (2024)
by: Ma, Yecheng Jason, et al.
Published: (2024)
Dual Action Policy for Robust Sim-to-Real Reinforcement Learning
by: Terence, Ng Wen Zheng, et al.
Published: (2024)
by: Terence, Ng Wen Zheng, et al.
Published: (2024)
Vegetable Peeling: A Case Study in Constrained Dexterous Manipulation
by: Chen, Tao, et al.
Published: (2024)
by: Chen, Tao, et al.
Published: (2024)
SimToolReal: An Object-Centric Policy for Zero-Shot Dexterous Tool Manipulation
by: Kedia, Kushal, et al.
Published: (2026)
by: Kedia, Kushal, et al.
Published: (2026)
HACMan++: Spatially-Grounded Motion Primitives for Manipulation
by: Jiang, Bowen, et al.
Published: (2024)
by: Jiang, Bowen, et al.
Published: (2024)
TRANSIC: Sim-to-Real Policy Transfer by Learning from Online Correction
by: Jiang, Yunfan, et al.
Published: (2024)
by: Jiang, Yunfan, et al.
Published: (2024)
From Simple to Complex Skills: The Case of In-Hand Object Reorientation
by: Qi, Haozhi, et al.
Published: (2025)
by: Qi, Haozhi, et al.
Published: (2025)
SplatSim: Zero-Shot Sim2Real Transfer of RGB Manipulation Policies Using Gaussian Splatting
by: Qureshi, Mohammad Nomaan, et al.
Published: (2024)
by: Qureshi, Mohammad Nomaan, et al.
Published: (2024)
Learning Hybrid-Control Policies for High-Precision In-Contact Manipulation Under Uncertainty
by: Brown, Hunter L., et al.
Published: (2026)
by: Brown, Hunter L., et al.
Published: (2026)
A Mechanistic Analysis of Sim-and-Real Co-Training in Generative Robot Policies
by: Lei, Yu, et al.
Published: (2026)
by: Lei, Yu, et al.
Published: (2026)
Contact Coverage-Guided Exploration for General-Purpose Dexterous Manipulation
by: Liu, Zixuan, et al.
Published: (2026)
by: Liu, Zixuan, et al.
Published: (2026)
Physics-Driven Data Generation for Contact-Rich Manipulation via Trajectory Optimization
by: Yang, Lujie, et al.
Published: (2025)
by: Yang, Lujie, et al.
Published: (2025)
Scaling Sim-to-Real Reinforcement Learning for Robot VLAs with Generative 3D Worlds
by: Choi, Andrew, et al.
Published: (2026)
by: Choi, Andrew, et al.
Published: (2026)
Similar Items
-
Sim-to-Real Reinforcement Learning for Vision-Based Dexterous Manipulation on Humanoids
by: Lin, Toru, et al.
Published: (2025) -
Coordinated Humanoid Manipulation with Choice Policies
by: Qi, Haozhi, et al.
Published: (2025) -
RobotKeyframing: Learning Locomotion with High-Level Objectives via Mixture of Dense and Sparse Rewards
by: Zargarbashi, Fatemeh, et al.
Published: (2024) -
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization
by: Sukhija, Bhavya, et al.
Published: (2024) -
Safe Exploration via Policy Priors
by: Wendl, Manuel, et al.
Published: (2026)