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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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990 result(s) for “Physics-Informed Machine Learning” Page 1 of 20
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Physics-Informed Machine Learning for Efficient Sim-To-Real Data Augmentation in Micro-Object Pose Estimation AI summary
Tan Zongcai, Lan Wei, Dandan Zhang
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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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Weakly-Supervised Learning for Physics-Informed Neural Motion Planning Via Sparse Roadmap AI summary
Ruiqi Ni, Yuchen Liu, Ahmed H. Qureshi
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PIMBS: Efficient Body Schema Learning for Musculoskeletal Humanoids with Physics-Informed Neural Networks AI summary
Kento Kawaharazuka, Takahiro Hattori, Keita Yoneda, Kei Okada
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Learning Forward Looking Adaptation to Dynamic Payloads for Quadruped Locomotion Via Physics-Informed Neural Networks AI summary
Oscar Youngquist, Hao Zhang
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Physics-Informed Passive Motion Paradigm for Parallel Robots: A High-Precision Motor-Primitives Framework AI summary
Fuli Wang, Fazair Nizar Siraj, Windo Hutabarat, Ashutosh Tiwari
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A Lightweight Physics-Informed Neural Network for Sim-To-Real of Biped Robot AI summary
Yan Liu, XiZhe Zang, Xuehe Zhang, Chao Song, Boyang Chen, Jie Zhao
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Endoscopic Spine Surgical View Enhancement Via Diffusion-Prior Contrastive and Physics-Informed Constraints for Robotic Navigation AI summary
Haojie Han, Longfei Ma, Kai Xu, suxi gu, Shipeng Zhang, Guochen Ning, Fang Chen, Hongen Liao
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Few-Shot Physics-Informed Neural Network for Shape Reconstruction of Concentric-Tube Robots AI summary
Navid Feizi, Filipe Pedrosa, Rajnikant V. Patel, Jagadeesan Jayender
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Physics-Informed Diffusion Mamba Transformer for Real-World Driving AI summary
Hang Zhou, Qiang Zhang, Peiran Liu, Yihao Qin, Zhaoxu Yan, Yiding Ji
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RaCo-SLAM: A Physics-Informed 4D Radar SLAM with Co-Visibility Consistency Factor AI summary
Zishun Deng, Wanbiao Lin, Can Li, Teng Wang, Chao Guo, Jiawei Shen, Lei Sun
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Complexity Reduction of the Three-Point Dubins Problem (3PDP) Via Symmetry Exploitation for Machine Learning Purposes AI summary
Marco Frego, Enrico Saccon, Davide De Martini, Luigi Palopoli
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Quantum Machine Learning and Grover�s Algorithm for Quantum Optimization of Robotic Manipulators AI summary
Hassen Nigatu Sirag, Gaokun Shi, Jituo Li, Jin Wang, GuoDong Lu, Howard Li
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Scalable Multi-Agent Reinforcement Learning Framework for Multi-Machine Tending AI summary
Abdalwhab Bakheet Mohamed Abdalwhab, Giovanni Beltrame, David St-Onge
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Self-Supervised Consistency Enhanced Disentangled Learning for Neural Decoding Generalization in Brain-Machine Interfaces AI summary
Jiyu Wei, Di Hong, Zhanjie Zhang, Dazhong Rong, Qinming He, Yueming Wang
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Decoding Multi-Finger Motions and Grasp Types with Grasp-Specific Models and Lightmyography Based Muscle-Machine Interfaces AI summary
Zhe Wang, Bonnie Guan, Shifei Duan, Kean C. Aw, Minas Liarokapis
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Symmetry-Aware Fusion of Vision and Tactile Sensing Via Bilateral Force Priors for Robotic Manipulation AI summary
Wonju Lee, Matteo Grimaldi, Tao Yu
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A Cyclic Adaptation-Generalization Framework with Uncertainty-Guided Self-Paced Learning for Long-Term Brain-Machine Interfaces AI summary
Jiyu Wei, Di Hong, Zhanjie Zhang, Dazhong Rong, Qinming He, Yueming Wang
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A Novel Human-Machine Dual-Task Gaming Framework for Visual-Attention Training AI summary
Fengjun Mu, Jingting Zhang, Zonghai Huang, Chen Chen, Chaobin Zou, Guangkui Song, Hong Cheng
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Lagrangian Neural Network-Based Control: Improving Robotic Trajectory Tracking Via Linearized Feedback AI summary
Manuel Weiss, Alexander Pawluchin, Jan-Hendrik Ewering, Thomas Seel, Ivo Boblan
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Tracing Energy Flow: Learning Tactile-Based Grasping Force Control to Reduce Slippage in Dynamic Object Interaction AI summary
Cheng-Yu Kuo, Hirofumi Shin, Takamitsu Matsubara
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Touch with Insight: Physics-Aware Data-Driven Learning for EIT-Based Tactile Sensing AI summary
Kiyanoush Nazari, Yunqi Huang, David Hardman, Fumiya Iida, Thomas George Thuruthel
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MADR: MPC-Guided Adversarial Deepreach AI summary
Ryan Teoh, Sander Tonkens, William Sharpless, Aijia Yang, Zeyuan Feng, Somil Bansal, Sylvia Herbert
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Toward Multimodal Liquid-Level Estimation for Closed-Loop Robotic Pouring AI summary
Hongyu Deng, He Chen
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Floating-Base Deep Lagrangian Networks AI summary
Lucas Schulze, Juliano Negri, Victor Barasuol, Vivian Suzano Medeiros, Marcelo Becker, Jan Peters, Oleg Arenz
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Turning Disturbances into Actuation: Hierarchical Environment-Assisted MPC for USV Fault Recovery AI summary
Yang Hu, Sara Aldhaheri, Yanchao Wang, Peng Wu, Yuanchang Liu
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RAMPA: Robotic Augmented Reality for Machine Programming by DemonstrAtion AI summary
Fatih DOGANGUN, Serdar Bahar, Yigit YILDIRIM, Bora Toprak Temir, Emre Ugur, Mustafa Doga Dogan
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Informed Federated Learning to Train a Robotic Arm Inverse Dynamic Model AI summary
Gabriel Jimenez-Perera, Brayan Valencia-Vidal, Niceto R. Luque, Eduardo Ros, Francisco Barranco
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Estimating Trust in Human-Robot Collaboration through Behavioral Indicators and Explainability AI summary
Giulio Campagna, Marta Lagomarsino, Marta Lorenzini, Dimitrios Chrysostomou, Matthias Rehm, Arash Ajoudani
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Open-Vocabulary Mobile Manipulation Based on Double Relaxed Contrastive Learning with Dense Labeling AI summary
Daichi Yashima, Ryosuke Korekata, Komei Sugiura
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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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Multi-Robot Multi-Source Localization in Complex Flows with Physics-Preserving Environment Models AI summary
Benjamin Shaffer, Victoria Edwards, Brooks Kinch, Nathaniel Trask, M. Ani Hsieh
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A Narwhal-Inspired Sensing-To-Control Framework for Small Fixed-Wing Aircraft AI summary
Fengze Xie, Xiaozhou Fan, Jacob Schuster, Yisong Yue, Gharib Morteza
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Structured Labeling Enables Faster Vision-Language Models for End-To-End Autonomous Driving AI summary
Hao Jiang, Chuan Hu, Yukang Shi, Yuan He, Ke Wang, Xi Zhang, Zhipeng Zhang
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Harnessing Robotics for EU Forest Habitats Monitoring AI summary
Simone Tolomei, Giovanni Di Lorenzo, Franco Angelini, Leopoldo de Simone, Emanuele Fanfarillo, Tiberio Fiaschi, Silvia Cannucci, Simona Maccherini, Paolo Remagnino, Claudia Angiolini, Manolo Garabini
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Imitation-BT: Automating Behavior Tree Generation by Echoing Reinforcement Learning Agents AI summary
Shailendra Sekhar Bathula, Ramviyas Parasuraman
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User-Tailored Learning to Forecast Walking Modes for Exosuits AI summary
Gabriele Abbate, Enrica Tricomi, Nathalie Gierden, Alessandro Giusti, Lorenzo Masia, Antonio Paolillo
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ST-HNet: A CNN-LSM Hybrid Architecture for Spatio-Temporal Feature Learning in Event-Based Visual Place Recognition AI summary
Xun Xiao, Shasha Guo, Tie Junbo, Jingyue Zhao, Ziqi Wang, Yuan Li, jingzhuo yuan, Qiang Dou, Lei Wang
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Grasp Independent Indirect Tool Force Estimation using Vision-based Tactile Sensors AI summary
LUCHEN LI, Thomas George Thuruthel
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TOCALib: Optimal Control Library with Interpolation for Bimanual Manipulation and Obstacles Avoidance AI summary
Yulia Danik, Dmitry Makarov, Aleksandra Arkhipova, Sergei Davidenko, Aleksandr Panov
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Robot Control Stack: A Lean Ecosystem for Robot Learning at Scale AI summary
Tobias Thomas Jülg, Pierre Krack, Seongjin Bien, Yannik Blei, Khaled Gamal, Ken Nakahara, Johannes Hechtl, Roberto Calandra, Wolfram Burgard, Florian Walter
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Toward Human-Like Assistance: Detecting Help-Seeking in Human�Robot Collaboration Via Implicit Signals AI summary
Ane San Martin∗, Ander Iriondo, Michael Hagenow, Julie Shah, Johan Kildal, and Elena Lazkano
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LARVO-RRT*: Learning Guided Adaptive Reconfiguration with Vector Field Oriented RRT* AI summary
Wijenayaka Kankanamge Rishan Sachinthana, Bhagya Prasangi Samarakoon Samarakoon Mudiyanselage, Viraj Jagathpriya Muthugala Muthugala Arachchige, Mohan Rajesh Elara
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Learning Therapist Policy from Therapist-Exoskeleton-Patient Interaction AI summary
Grayson Snyder, Lorenzo Vianello, Levi Hargrove, Matthew Elwin, Jose L. Pons
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REBot: Reflexive Evasion Robot for Instantaneous Dynamic Obstacle Avoidance AI summary
ZIHAO XU, Ce Hao, Chunzheng Wang, Kuankuan Sima, Fan Shi, Jin Song Dong
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A Benchmarking Study of Vision-Based Robotic Grasping Algorithms AI summary
Bharath Kumar Ramesh Babu, Sumukh Sreenivasarao Balakrishna, Brian Flynn, Vinayak Kapoor, Adam Norton, Holly Yanco, Berk Calli
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Multimodal Variational DeepMDP: An Efficient Approach for Industrial Assembly in High-Mix, Low-Volume Production AI summary
Grzeogrz Bartyzel
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End-To-End Low-Level Neural Control of an Industrial-Grade 6D Magnetic Levitation System AI summary
Philipp Hartmann, Jannick Stranghöner, Klaus Neumann
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Training Humans to Teach Robots: Large and Lasting Skill Gains AI summary
Yuqing Zhu, Endong Sun, Matthew Howard
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Acoustic Sensing for Universal Jamming Grippers AI summary
Lion-Constantin Weber, Theodor Marius Wienert, Martin Splettstößer, Alexander Koenig, Oliver Brock
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