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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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1602 result(s) for “Deep Learning Methods” Page 9 of 33
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Bridging Policy and Real-World Dynamics: LLM-Augmented Rebalancing for Shared Micromobility Systems AI summary
Heng Tan, Hua Yan, Yu Yang
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AMG-SLAM: Adaptive Monocular Gaussian SLAM for Efficient Surface Reconstruction AI summary
Youqi Pan, Wugen Zhou, Hongbin Zha
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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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PIPS: Planar Instance 3D Reconstruction Leveraging Planar Structural Priors AI summary
Jiahui Wang, Ye Chen, Yinan Deng, Yi Yang, Yufeng Yue
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SaferPath: Hierarchical Visual Navigation with Learned Guidance and Safety-Constrained Control AI summary
Lingjie Zhang, Zeyu Jiang, Changhao Chen
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GraspGen: A Diffusion-Based Framework for 6-DOF Grasping with On-Generator Training AI summary
Adithyavairavan Murali, Balakumar Sundaralingam, Yu-Wei Chao, Wentao Yuan, Jun Yamada, Mark Carlson, Fabio Ramos, Stan Birchfield, Dieter Fox, Clemens Eppner
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Ultra-Fast Lightweight Incipient Slip Detection Using Hyperdimensional Computing with the PapillArray Tactile Sensor AI summary
Jingtao Zhang, Yi Liu, Yanxun Lu, Stephen J. Redmond, Changhong Wang
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CMoE: Contrastive Mixture of Experts for Motion Control and Terrain Adaptation of Humanoid Robots AI summary
Shihao Ma, Hongjin Chen, Zijun Xu, Yi Zhao, Ke Wu, Ruichen Yang, Leyao Zou, Zhongxue Gan, Wenchao Ding
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Bandwidth-Efficient Multi-Agent Communication through Information Bottleneck and Vector Quantization AI summary
Ahmad Farooq, Kamran Iqbal
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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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Multi-Task Visual Perception with Temporal Feature Fusion for Autonomous Driving AI summary
Huei-Yung Lin, Shih-Han Wei
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OmniRetarget: Interaction-Preserving Data Generation for Humanoid Whole-Body Loco-Manipulation and Scene Interaction AI summary
Lujie Yang, Xiaoyu Huang, Zhen Wu, Angjoo Kanazawa, Pieter Abbeel, Carmelo Sferrazza, Karen Liu, Yan Duan, Guanya Shi
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Generative Adversarial Imitation Learning for Robot Swarms: Learning from Human Demonstrations and Trained Policies AI summary
Mattes Kraus, Jonas Kuckling
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Do You Know the Way? Human-In-The-Loop Understanding for Fast Traversability Estimation in Mobile Robotics AI summary
Andre Schreiber, Katherine Driggs-Campbell
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Real-Time Generation of Near-Minimum-Energy Trajectories Via Constraint-Informed Residual Learning AI summary
Domenico Dona', Giovanni Franzese, Cosimo Della Santina, Paolo Boscariol, Basilio Lenzo
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Reinforcement Learning for Stair Locomotion of a Wheeled Bipedal Robot with Contact-Guided Behavior Cloning AI summary
Yi Gyeom Kim, Sejik Oh, Hyojin Jo, Dogyun Park, Nam Kyu Kwon
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CRASH: Context-Aware Recognition of Agents for Simulation of High‑risk Driving AI summary
Minhee Cho, Hayeon Jo, Dongbo Min
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MonoMPC: Monocular Vision Based Navigation with Learned Collision Model and Risk-Aware Model Predictive Control AI summary
Basant Sharma, Prajyot Jadhav, Pranjal Paul, Madhava Krishna, Arun Kumar Singh
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Learning View-Invariant Sign Language Representations Via Dual-Stream Contrastive Learning AI summary
Yuting Peng, Yuecong Min, Xilin Chen
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SurgIRL: Towards Life-Long Learning for Surgical Automation by Incremental Reinforcement Learning AI summary
Yun-Jie Ho, Zih-Yun Chiu, Yuheng Zhi, Michael C. Yip
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DiffPlace: Street View Generation Via Place-Controllable Diffusion Model Enhancing Place Recognition AI summary
Ji Li, Zhiwei Li, ShiHao Li, ZhenJiang Yu, Boyang Wang, Haiou Liu
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VFP: Variational Flow-Matching Policy for Multi-Modal Robot Manipulation AI summary
Xuanran Zhai, Qianyou Zhao, Qiaojun Yu, Ce Hao
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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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Learning Cooperative Strategies for Drone Swarms Using Multi-Agent Reinforcement Learning AI summary
Christian Llanes, Kyle Williams, Spencer Jensen, Samuel Coogan
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Diffusion-Guided Generalizable Enhancer for Urban Scene Reconstruction AI summary
Henry Che, Jingkang Wang, Yun Chen, Ze Yang, Siva Manivasagam, Raquel Urtasun
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Reinforcement Learning Control Outperforms Iterative Learning in Exoskeleton-Assisted Gait Training AI summary
Andy Li, Haoran Li, Aytac Teker, Mariana Hernandez-Rocha, Biruk Gebre, Karen Nolan J., Kishore Pochiraju, Damiano Zanotto
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MultiDiffSense: Diffusion-Based Multi-Modal Visuo-Tactile Image Generation Conditioned on Object Shape and Contact Pose AI summary
Sirine Bhouri, Lan Wei, Jian-Qing Zheng, Dandan Zhang
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Towards Autonomous Tape Handling for Robotic Wound Redressing AI summary
Xiao Liang, Lu Shen, Peihan Zhang, Soofiyan Atar, Florian Richter, Michael C. Yip
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Learning Humanoid Arm Motion Via Centroidal Momentum Regularized Multi-Agent Reinforcement Learning AI summary
Ho Jae Lee, Se Hwan Jeon, Sangbae Kim
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Data-Efficient Constrained Robot Learning with Probabilistic Lagrangian Control AI summary
Shiming He, Yuzhe Ding
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Learning Neural Control Barrier Functions from Expert Demonstrations Using Inverse Constraint Learning AI summary
Yuxuan Yang, Hussein Sibai
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MUSE: Multimodal Uncertainty Quantification of State Estimation AI summary
Minkyung Kim, Henry Che, Bhargav Chandaka, Bhumsitt Pramuanpornsatid, Chengyu Yang, Sheng Cheng, Xiaofeng Wang, NAIRA HOVAKIMYAN, Shenlong Wang
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MiniBEE: A New Form Factor for Compact Bimanual Dexterity AI summary
Sharfin Islam, Zewen Chen, Zhanpeng He, Swapneel Bhatt, Andres Permuy, Brock Taylor, James Vickery, Zhengbin Lu, Cheng Zhang, Pedro Piacenza, Matei Ciocarlie
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Enabling Embodied Human-Robot Co-Learning: Requirements, Method, and Test with Handover Task AI summary
Emma M. van Zoelen, Hugo Veldman-Loopik, Karel van den Bosch, Mark Neerincx, David A. Abbink, Luka Peternel
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Multi-Keypoint Affordance Representation for Functional Dexterous Grasping AI summary
Kailun Yang, Zhiyong Li, and Yaonan Wang
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Mixed-Type Query Selection for Robotic Scientific Data Collection AI summary
Ian C. Rankin, Thane Somers, Alivia M. Eng, Geoffrey A. Hollinger
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ILCL: Inverse Logic-Constraint Learning from Temporally Constrained Demonstrations AI summary
Minwoo Cho, Jaehwi Jang, Daehyung Park
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Amortized NeuralSDF-Mesh Collision Detection for Robotic Contact Simulation AI summary
Jinhee Yun, Jeongmin Lee, Sunkyung Park, Dongjun Lee
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Learning Contact Tasks Skills Based on DMP and Affordance Templates AI summary
Hunjo Lee, Gi-Hun Yang
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Synthetic vs. Real Training Data for Visual Navigation AI summary
Lauri Aleksanteri Suomela, Sasanka Kuruppu Arachchige, German F. Torres, Harry Edelman, Joni-Kristian Kamarainen
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Co-NavGPT: Multi-Robot Cooperative Visual Semantic Navigation Using Vision Language Models AI summary
Bangguo Yu, Qihao Yuan, Kailai Li, Hamidreza Kasaei, Ming Cao
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Trajectory Conditioned Cross-Embodiment Skill Transfer AI summary
Yuhang Tang, Yixuan Lou, Pengfei Han, Haoming Song, Xinyi Ye, Dong Wang, Bin Zhao
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An Efficient Learning-Based Task Planning Approach Using a Bio-Inspired Action Context-Free Grammar for Bimanual Manipulation AI summary
Carmona David, Jun Yang, Haoyong Yu
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Rapid Robot Manipulation Policy Learning Via Hierarchical Foundation-Model Prior Distillation AI summary
Qingwei Dong, Jiyuan Zhang, Guangxi Wan, ruikai liu, Peng Zeng
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RAG-RUSS: A Retrieval-Augmented Robotic Ultrasound for Autonomous Carotid Examination AI summary
Dianye Huang, Ziping Cong, Nassir Navab, Zhongliang Jiang
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Learning Quadruped Walking from Seconds of Demonstration AI summary
Ruipeng Zhang, Hongzhan Yu, Ya-Chien Chang, Chenghao Li, Henrik I. Christensen, Sicun Gao
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Real-Time Online Learning for Model Predictive Control Using a Spatio-Temporal Gaussian Process Approximation AI summary
Lars Bartels, Amon Lahr, Andrea Carron, Melanie N. Zeilinger
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Diversity-Aware Crowd Model for Robust Robot Navigation in Human Populated Environment AI summary
Jiaxu Wu, Yusheng Wang, Tong Chen, Jun Jiang, Yongdong Wang, Qi An, Atsushi Yamashita
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Leveraging Geometric Priors for Unaligned Scene Change Detection AI summary
Ziling Liu, Ziwei Chen, Mingqi Gao, Jinyu Yang, Feng Zheng
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Beyond Domain Randomization: Safety Certificates for Reinforcement Learning AI summary
Paula Stocco, Francesco Micheli, Niklas Schmid, John Lygeros, Efe Balta
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