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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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2892 result(s) for “and Learning for Soft Robots” Page 1 of 58
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Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robots AI summary
Zongyuan Chen, Yan Xia, Jiayuan Liu, Jijia Liu, Wenhao Tang, Jiayu Chen, Feng Gao, Longfei Ma, Hongen Liao, Yu Wang, Chao Yu, Boyu Zhang, Fei Xing
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Iterative Learning-Based Centre-Of-Mass Impedance Control for Articulated-Soft Humanoid Robots AI summary
Yibin Wang, Lin Zhou, Sacha Morris, Shan Luo, Emmanouil Spyrakos-Papastavridis
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Goal-Oriented Control Strategies for Soft Growing Robots AI summary
Wentao Huang, Pengchun Li, Ziyi Zhang, Zuankai Wang, Dekai Zhou, Longqiu Li
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Robot Crash Course: Learning Soft and Stylized Falling AI summary
Pascal Strauch, David Müller, Sammy Christen, Agon Serifi, Ruben Grandia, Espen Knoop, Moritz Bächer
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ManeuverNet: A Soft Actor-Critic Framework for Precise Maneuvering of Double-Ackermann-Steering Robots with Optimized Reward Functions AI summary
Kohio Deflesselle, Mélodie DANIEL, Aly Magassouba, Miguel Aranda, Olivier Ly
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Generalizable and Fast Surrogates: Model Predictive Control of Articulated Soft Robots Using Physics-Informed Neural Networks AI summary
Tim-Lukas Habich, Aran Mohammad, Simon F. G. Ehlers, Martin Bensch, Thomas Seel, Moritz Schappler
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Unlocking the Potential of Soft Actor-Critic for Imitation Learning AI summary
Nayari Marie Lessa, Melya Boukheddimi, Frank Kirchner
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A Framework for Soft Robot Control: Integrating Physics-Based Modeling with Exploration Based Learning AI summary
Costanza Armanini, Anthony Tzes, Andrea Del Prete, Fares Abu-Dakka
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A Soft-Rigid Hybrid Robot-Assisted Feeding System with a Tendon-Driven Continuum Robot AI summary
Jingyi Chen, Quecheng Qiu, Jianmin Ji
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Learning to Control the Whole-Body Shape of a Soft Robotic Arm in Unknown Situations AI summary
Zhiqiang Tang, Qianqian WANG, Daniela Rus, Cecilia Laschi
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EquiMus: Energy-Equivalent Dynamic Modeling and Simulation of Musculoskeletal Robots Driven by Linear Elastic Actuators AI summary
Yinglei Zhu, Xuguang Dong, Qiyao Wang, Qi Shao, Fugui Xie, Xin-Jun Liu, Huichan Zhao
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Model-Based Engineering Framework for Soft Continuum Robots AI summary
Linus Witucki, Jan Eike Rösler, Mike Barth
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Soft Robots Grow a Spine: Origami-Inspired Folding Endoskeletal Support for Motion and Stiffness Control of Inflatable Robots AI summary
Junil Min, Matthew Robertson
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Integrating Autonomy into Bioinspired Soft Robot � the Bionic Turtle Walker AI summary
Falk Tauber, Sebastian Ruppert, Thomas Speck
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Simple Models, Real Swimming: Digital Twins for Tendon-Driven Underwater Robots AI summary
Mike Yan Michelis, Nana Obayashi, Josie Hughes, Robert Kevin Katzschmann
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Empirical Contact Models for Soft Spherical Robots in Drake AI summary
Micah Oevermann, Dhruv Datta, Dylan Hilburn, Derek Pravecek, Rishi Jangale, Aaron Villanueva, Robert Ambrose
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Safe Autonomous Environmental Contact for Soft Robots Using Control Barrier Functions AI summary
Akua Dickson, Juan Pacheco Garcia, Meredith Anderson, Ran Jing, Sarah Alizadeh-Shabdiz, Audrey Wang, Charles DeLorey, Zachary Patterson, Andrew Sabelhaus
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Integration and Continual Learning-Based Modeling of a Soft Robotic Sensor for Social Robot Proprioception AI summary
Pak Chuen Hau, Seshagopalan Thorapalli Muralidharan, Randy Gomez, Georgios Andrikopoulos
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Co-Design and Morphology-Guided Feedback Control: An Approach for Soft Robots AI summary
Nhan Huu Nguyen, Dinh Truong Do, Le Minh Nguyen, Van Ho
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Over-Actuation in Soft Robots: Towards Active Variable Stiffness & Viscoelasticity AI summary
Carlos Ernesto Vazquez-Garcia, Ernesto Olguín Díaz, Vicente Parra-Vega
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Learning to Design Soft Hands Using Reward Models AI summary
Xueqian Bai, Nicklas Hansen, Adabhav Singh, Michael T. Tolley, Yan Duan, Pieter Abbeel, Xiaolong Wang, Sha Yi
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Puzzle Piece Robots: Inverse-Designed Shape-Morphing Docking for Spherically Reconfigurable Soft Robots AI summary
Justin Conzola, Vishesh Vikas
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Contact-Aware Safety in Soft Robots Using High-Order Control Barrier and Lyapunov Functions AI summary
Kiwan Wong, Maximilian Stölzle, Wei Xiao, Cosimo Della Santina, Daniela Rus, Gioele Zardini
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Bundled Liquid Crystal Elastomer Actuators with Integrated Cooling for Mesoscale Soft Robots AI summary
Anoush Sepehri, Sukjun Kim, Devyansh Agrawal, Hannah Yared, Gaoweiang Dong, Shengqiang Cai, Tania K. Morimoto
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Offline-Trained GAN-Augmented Highly Adaptive Control with Multi-DoF Fusion for Pneumatic Soft Surgical Robots AI summary
Yuxi Lu, Zhongchao Zhou, Dongliang Zheng, yanmin Zhou, Zhipeng Wang, Shuo Jiang, Wenwei Yu, Bin He
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ViTaS: Visual Tactile Soft Fusion Contrastive Learning for Visuomotor Learning AI summary
Yufeng Tian, Shuiqi Cheng, Tianming Wei, Tianxing Zhou, Yuanhang Zhang, Zixian Liu, Qianwei Han, Zhecheng Yuan, Huazhe Xu
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3D Printable Crease-Free Origami Vacuum Bending Actuators for Soft Robots AI summary
Zhanwei Wang, Chen Huaijin, Syeda Shadab Zehra Zaidi, Ellen Roels, Hendrik Cools, Bram Vanderborght, Seppe Terryn
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A Survey on Soft Robot Adaptability: Implementations, Applications, and Prospects AI summary
Zixi Chen, Di Wu, Qinghua Guan, David Hardman, Federico Renda, Josie Hughes, Thomas George Thuruthel, Cosimo Della Santina, Barbara Mazzolai, Huichan Zhao, Cesare Stefanini
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Active Learning Design: Modeling Force Output for Axisymmetric Soft Pneumatic Actuators AI summary
Gregory Campbell, Gentian Muhaxheri, Leonardo Ferreira Guilhoto, Christian Santangelo, Paris Perdikaris, James Pikul, Mark Yim
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Soft Vortex Gripper for Dexterous Manipulation Using Hand-Like Robots AI summary
Luis Sentis, Senior and Ann Majewicz Fey, Senior
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Model Predictive Control with Reference Learning for Soft Robotic Intracranial Pressure Waveform Modulation AI summary
Fabian Flürenbrock, Yanick Büchel, Johannes Köhler, Marianne Schmid Daners, Melanie N. Zeilinger
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VSL-Skin: Individually Addressable Phase-Change Voxel Skin for Variable-Stiffness and Virtual Joints Bridging Soft and Rigid Robots AI summary
Zihan Oliver Zeng, JIAJUN AN, Preston Luk, Upinder Kaur
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Gaussian Process-Based Gait Optimization of a Cable-Driven Soft Quadruped Robot AI summary
Jeongil Choi, Ayoung Hong
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Real-time Puncture Detection and Recovery for Pneumatic Soft Actuators AI summary
Tejonidhi R Deshpande, Tingyu Cheng, Josiah Hester
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Shape Sensing and Tip Tracking via Reciprocating Magnet in the Soft Continuum Robot AI summary
Pingyu Xiang, Zexi Zhao, Hongye Zhang, Yue Wang, Rong Xiong, Haojian Lu
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An Enhanced Soft Growing Robot with Mixed-Layer Jamming for Superior Load Capacity and Improved Mobility AI summary
Zheyu Li, Kui Sun, XueAi Li, Yanjiang Zou, Hong Liu
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A Soft Oscillator with On-The-Fly Tunable Dynamics for Adaptive Robotics AI summary
Shaoxiang Wang, Tianqi Yue, Hanwen Ge, Hemma Philamore, Andrew Conn
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TMR-VLA: Vision-Language-Action Model for Magnetic Motion Control of Tri-Leg Silicone-Based Soft Robot AI summary
Ruijie Tang, Chi Kit Ng, Kaixuan Wu, Long Bai, Guankun Wang, Yiming Huang, Yupeng Wang, Hongliang Ren
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Tactile Object Recognition with Recurrent Neural Networks through a Perceptive Soft Gripper AI summary
Enrico Donato, David Pelliccia, Matin Hosseinzadeh, Mahmood Amiri, Egidio Falotico
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A Static Modelling and Evaluation Framework for Soft Continuum Robots with Reinforced Chambers AI summary
Jialei Shi, Hanyu Jin, Wenlong Gaozhang, Ge Shi, Sara Adela Abad Guaman, Helge Arne Wurdemann
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SCANS: A Soft Gripper with Curvature and Spectroscopy Sensors for In-Hand Material Differentiation AI summary
Nathaniel Hanson, Austin Allison, Charles A DiMarzio, Taskin Padir, Kristen Dorsey
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Image-To-Force Estimation for Soft Tissue Interaction in Robotic-Assisted Surgery Using Structured Light AI summary
Jiayin Wang, mingfeng yao, Yanran Wei, Xiaoyu Guo, Ayong Zheng, Weidong Zhao
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Leveraging Embodied Mechanical Intelligence for Learning Decluttering Tasks AI summary
Enrico Turco, Valerio Bo, Chiara Castellani, Gionata Salvietti, Monica Malvezzi, Domenico Prattichizzo, Maria Pozzi
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A Novel Soft Gripper Design Integrating a Unilateral Fingernail-Like Mechanism for Grasping Flat Object AI summary
Wanyu MA, Xuyang Ren, Zheng Li
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Structure-Preserving Model Order Reduction of Slender Soft Robots Via Autoencoder-Parameterized Strain AI summary
Abdulaziz Y. Alkayas, Anup Teejo Mathew, Daniel Feliu, Yahya Zweiri, Thomas George Thuruthel, Federico Renda
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3D Printable Soft Liquid Metal Sensors for Delicate Manipulation Tasks AI summary
Lois Liow, Jonty Milford, Emre Uygun, Andre Farinha, VinothKumar Viswanathan, Joshua Pinskier, David Howard
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SoMaSLAM: 2D Graph SLAM for Sparse Range Sensing with Soft Manhattan World Constraints AI summary
Jeahn Han, Zichao Hu, Seonmo Yang, Minji Kim, Pyojin Kim
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Hybrid Membrane�Solenoid Valves for High-Flow, Precisely Controlled Soft Robotic Actuation AI summary
Nikola Velimirovic, C. David Remy, Daniel Bruder
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Real-to-Sim Robot Policy Evaluation with Gaussian Splatting Simulation of Soft-Body Interactions AI summary
Kaifeng Zhang, Shuo Sha, Hanxiao Jiang, Matthew Loper, Hyunjong Song, Guangyan Cai, Zhuo Xu, Hu Xiaochen, Changxi Zheng, Yunzhu Li
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Embodied Stability in a Minimally-Actuated Soft Robot for Autonomous Exploration AI summary
Lior Salem, Adam Vichik, Amir Gat, Yizhar Or
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