A Survey of Robot Manipulation in Contact
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Abstract (arXiv)
In this survey, we present the current status on robots performing manipulation tasks that require varying contact with the environment, such that the robot must either implicitly or explicitly control the contact force with the environment to complete the task. Robots can perform more and more manipulation tasks that are still done by humans, and there is a growing number of publications on the topics of 1) performing tasks that always require contact and 2) mitigating uncertainty by leveraging the environment in tasks that, under perfect information, could be performed without contact. The recent trends have seen robots perform tasks earlier left for humans, such as massage, and in the classical tasks, such as peg-in-hole, there is a more efficient generalization to other similar tasks, better error tolerance, and faster planning or learning of the tasks. Thus, in this survey we cover the current stage of robots performing such tasks, starting from surveying all the different in-contact tasks robots can perform, observing how these tasks are controlled and represented, and finally presenting the learning and planning of the skills required to complete these tasks.
Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Dec 2021.
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Citing papers per year: 2022: 2; 2023: 1; 2024: 5; 2025: 10; 2026: 8.
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- 2024NaVid: Video-based VLM Plans the Next Step for Vision-and-Language Navigationcited by 222
- 2024A Survey of Embodied Learning for Object-Centric Robotic Manipulationcited by 34
- 2025Touch begins where vision ends: Generalizable policies for contact-rich manipulationcited by 13
- 2022Visuo-Haptic Object Perception for Robots: An Overviewcited by 12
- 2025A Survey on Imitation Learning for Contact-Rich Tasks in Roboticscited by 12
- 2024GenCHiP: Generating Robot Policy Code for High-Precision and Contact-Rich Manipulation Taskscited by 9
- 2025Is Single-View Mesh Reconstruction Ready for Robotics?cited by 6
- 2025Bresa: Bio-inspired Reflexive Safe Reinforcement Learning for Contact-Rich Robotic Taskscited by 3
- 2025Contact Map Transfer with Conditional Diffusion Model for Generalizable Dexterous Grasp Generationcited by 3
- 2025Self-Supervised Multisensory Pretraining for Contact-Rich Robot Reinforcement Learningcited by 2
- 2025FLEX: A Framework for Learning Robot-Agnostic Force-based Skills Involving Sustained Contact Object Manipulationcited by 1
- 2026SCAR: Self-Supervised Continuous Action Representation Learningcited by 1
14 more
- 2026PAC-ACT: Post-training Actor-Critic for Action Chunking Transformerscited by 1
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulationcited by 1
- 2022Augmentation for Learning From Demonstration with Environmental Constraintscited by 0
- 2023A Central Motor System Inspired Pre-training Reinforcement Learning for Robotic Controlcited by 0
- 2024COBRA-PPM: A Causal Bayesian Reasoning Architecture Using Probabilistic Programming for Robot Manipulation Under Uncertaintycited by 0
- 2024KineDepth: Utilizing Robot Kinematics for Online Metric Depth Estimationcited by 0
- 2025Simultaneous Estimation of Manipulation Skill and Hand Grasp Force from Forearm Ultrasound Imagescited by 0
- 2025Learning a High-quality Robotic Wiping Policy Using Systematic Reward Analysis and Visual-Language Model Based Curriculumcited by 0
- 2025Learning Rock Pushability on Rough Planetary Terraincited by 0
- 2026Tactile Memory with Soft Robot: Robust Object Insertion via Masked Encoding and Soft Wristcited by 0
- 2026Learning Hybrid-Control Policies for High-Precision In-Contact Manipulation Under Uncertaintycited by 0
- 2026Spacetime Optimal-Transport Attention for Visuo-Haptic Imitation Learning of Contact-Rich Manipulationcited by 0
- 2026WA-SpecDec: World-Aware Speculative Decoding for Vision-Language-Action Modelscited by 0
- 2026CR-VLA-Force: Learning Control-aware Compliance VLA Model for Robust Contact-rich Robotic Manipulationcited by 0
- 2026CR-VLA-Force: Learning Control-aware Compliance VLA Model for Robust Contact-rich Robotic Manipulation5 Sep 2026
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulation1 Sep 2026
- 2026WA-SpecDec: World-Aware Speculative Decoding for Vision-Language-Action Models9 Aug 2026
- 2026PAC-ACT: Post-training Actor-Critic for Action Chunking Transformers10 Jul 2026
- 2026Spacetime Optimal-Transport Attention for Visuo-Haptic Imitation Learning of Contact-Rich Manipulation19 May 2026
- 2026SCAR: Self-Supervised Continuous Action Representation Learning13 May 2026
- 2026Learning Hybrid-Control Policies for High-Precision In-Contact Manipulation Under Uncertainty21 Apr 2026
- 2026Tactile Memory with Soft Robot: Robust Object Insertion via Masked Encoding and Soft Wrist27 Jan 2026
- 2025Self-Supervised Multisensory Pretraining for Contact-Rich Robot Reinforcement Learning18 Nov 2025
- 2025Contact Map Transfer with Conditional Diffusion Model for Generalizable Dexterous Grasp Generation3 Nov 2025
- 2025Touch begins where vision ends: Generalizable policies for contact-rich manipulation16 Jun 2025
- 2025A Survey on Imitation Learning for Contact-Rich Tasks in Robotics16 Jun 2025
14 more
- 2025Is Single-View Mesh Reconstruction Ready for Robotics?23 May 2025
- 2025Learning Rock Pushability on Rough Planetary Terrain14 May 2025
- 2025Bresa: Bio-inspired Reflexive Safe Reinforcement Learning for Contact-Rich Robotic Tasks27 Mar 2025
- 2025FLEX: A Framework for Learning Robot-Agnostic Force-based Skills Involving Sustained Contact Object Manipulation17 Mar 2025
- 2025Learning a High-quality Robotic Wiping Policy Using Systematic Reward Analysis and Visual-Language Model Based Curriculum18 Feb 2025
- 2025Simultaneous Estimation of Manipulation Skill and Hand Grasp Force from Forearm Ultrasound Images1 Feb 2025
- 2024KineDepth: Utilizing Robot Kinematics for Online Metric Depth Estimation29 Sep 2024
- 2024A Survey of Embodied Learning for Object-Centric Robotic Manipulation21 Aug 2024
- 2024GenCHiP: Generating Robot Policy Code for High-Precision and Contact-Rich Manipulation Tasks9 Apr 2024
- 2024COBRA-PPM: A Causal Bayesian Reasoning Architecture Using Probabilistic Programming for Robot Manipulation Under Uncertainty21 Mar 2024
- 2024NaVid: Video-based VLM Plans the Next Step for Vision-and-Language Navigation24 Feb 2024
- 2023A Central Motor System Inspired Pre-training Reinforcement Learning for Robotic Control14 Nov 2023
- 2022Augmentation for Learning From Demonstration with Environmental Constraints13 Oct 2022
- 2022Visuo-Haptic Object Perception for Robots: An Overview22 Mar 2022
- 2025Touch begins where vision ends: Generalizable policies for contact-rich manipulationcited by 13
- 2025A Survey on Imitation Learning for Contact-Rich Tasks in Roboticscited by 12
- 2022Augmentation for Learning From Demonstration with Environmental Constraintscited by 0
- 2026Spacetime Optimal-Transport Attention for Visuo-Haptic Imitation Learning of Contact-Rich Manipulationcited by 0
- 2026Spacetime Optimal-Transport Attention for Visuo-Haptic Imitation Learning of Contact-Rich Manipulation19 May 2026
- 2025Touch begins where vision ends: Generalizable policies for contact-rich manipulation16 Jun 2025
- 2025A Survey on Imitation Learning for Contact-Rich Tasks in Robotics16 Jun 2025
- 2022Augmentation for Learning From Demonstration with Environmental Constraints13 Oct 2022
- 2024NaVid: Video-based VLM Plans the Next Step for Vision-and-Language Navigationcited by 222
- 2024A Survey of Embodied Learning for Object-Centric Robotic Manipulationcited by 34
- 2022Visuo-Haptic Object Perception for Robots: An Overviewcited by 12
- 2024GenCHiP: Generating Robot Policy Code for High-Precision and Contact-Rich Manipulation Taskscited by 9
- 2025Is Single-View Mesh Reconstruction Ready for Robotics?cited by 6
- 2025Bresa: Bio-inspired Reflexive Safe Reinforcement Learning for Contact-Rich Robotic Taskscited by 3
- 2025Self-Supervised Multisensory Pretraining for Contact-Rich Robot Reinforcement Learningcited by 2
- 2025FLEX: A Framework for Learning Robot-Agnostic Force-based Skills Involving Sustained Contact Object Manipulationcited by 1
- 2026PAC-ACT: Post-training Actor-Critic for Action Chunking Transformerscited by 1
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulationcited by 1
- 2023A Central Motor System Inspired Pre-training Reinforcement Learning for Robotic Controlcited by 0
- 2024COBRA-PPM: A Causal Bayesian Reasoning Architecture Using Probabilistic Programming for Robot Manipulation Under Uncertaintycited by 0
12 most cited of 18 All 18 (JSON)
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulation1 Sep 2026
- 2026PAC-ACT: Post-training Actor-Critic for Action Chunking Transformers10 Jul 2026
- 2026Learning Hybrid-Control Policies for High-Precision In-Contact Manipulation Under Uncertainty21 Apr 2026
- 2026Tactile Memory with Soft Robot: Robust Object Insertion via Masked Encoding and Soft Wrist27 Jan 2026
- 2025Self-Supervised Multisensory Pretraining for Contact-Rich Robot Reinforcement Learning18 Nov 2025
- 2025Is Single-View Mesh Reconstruction Ready for Robotics?23 May 2025
- 2025Learning Rock Pushability on Rough Planetary Terrain14 May 2025
- 2025Bresa: Bio-inspired Reflexive Safe Reinforcement Learning for Contact-Rich Robotic Tasks27 Mar 2025
- 2025FLEX: A Framework for Learning Robot-Agnostic Force-based Skills Involving Sustained Contact Object Manipulation17 Mar 2025
- 2025Learning a High-quality Robotic Wiping Policy Using Systematic Reward Analysis and Visual-Language Model Based Curriculum18 Feb 2025
- 2025Simultaneous Estimation of Manipulation Skill and Hand Grasp Force from Forearm Ultrasound Images1 Feb 2025
- 2024KineDepth: Utilizing Robot Kinematics for Online Metric Depth Estimation29 Sep 2024
12 newest of 18 All 18 (JSON)