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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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1602 result(s) for “Deep Learning Methods” Page 4 of 33
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Accelerating Residual Reinforcement Learning with Uncertainty Estimation AI summary
Lakshita Dodeja, Karl Schmeckpeper, Shivam Vats, Thomas Weng, Mingxi Jia, George Konidaris, Stefanie Tellex
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MarsLGPR: Mars Rover Localization with Ground Penetrating Radar AI summary
Anja Sheppard, Katherine Skinner
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Second Order Sliding Mode Control of Flying Wing Aircraft Based on Feedforward Neural Networks AI summary
Yuecheng Song, Zhenbao Liu, Junwei Han, jinbiao yuan, Wen Zhao, Qingqing Dang
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From Patient-Specific Digital Twin to Real-World Phantom: Autonomous Right Heart Catheterization AI summary
Yaxi Wang, Mengzhe Xu, Wenlong Gaozhang, Helge Arne Wurdemann
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MARG: MAstering Risky Gap Terrains for Legged Robots with Elevation Mapping AI summary
YINZHAO DONG, Ji Ma, Liu Zhao, Wanyue Li, Peng Lu
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UrbanHuRo: A Two-Layer Human-Robot Collaboration Framework for the Joint Optimization of Heterogeneous Urban Services AI summary
Tonmoy Dey, Lin Jiang, Zheng Dong, Guang Wang
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Autonomous UAV�Quadruped Docking in Complex Terrains Via Active Posture Alignment and Constraint-Aware Control AI summary
Haozhe Xu, Cheng Cheng, Hongrui Sang, Zhipeng Wang, Qiyong He, Xiuxian Li, Bin He
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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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MoRe-ERL: Learning Motion Residuals Using Episodic Reinforcement Learning AI summary
Xi Huang, Hongyi Zhou, Ge Li, Yucheng Tang, Weiran Liao, Björn Hein, Tamim Asfour, Rudolf Lioutikov
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A Vision-Language-Action Model for Adaptive Ultrasound-Guided Needle Insertion and Needle Tracking AI summary
Yuelin Zhang, Qingpeng Ding, Longxiang Tang, Chengyu Fang, Shing Shin Cheng
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Gold Points Sniper: Self-guided Visual Reasoning in VLM for Fine-grained Action Understanding AI summary
Haodi Liu, Xinhang Yang, Kunda Yan, Sen Cui, Zeyu Zhang, Changshui Zhang
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Simulation-Ready Tree: High-Quality Dynamic Tree Reconstruction from a Single RGB-D Sensor AI summary
Hao Jin, Mingxin JIAO, Haoran Xie, Shaojun Hu
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Learnable Conformal Prediction for Safe and Efficient Robotics under Perception and Planning Uncertainties AI summary
Divake Kumar, Sina Tayebati, Francesco Migliarba, Ranganath Krishnan, Amit Ranjan Trivedi
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UAV-SAR: Simultaneous Radar-Based Odometry and Synthetic-Array Sensing for Unmanned Aerial Vehicles AI summary
David Hunt, Shaocheng Luo, Samuel Rivera, Aarav Prakash, Cameron Morris, Tingjun Chen, Miroslav Pajic
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Contact-Safe Reinforcement Learning with ProMP Reparameterization and Energy Awareness AI summary
Bingkun Huang, Yuhe Gong, Zewen Yang, Tianyu REN, Luis Figueredo
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Failure Identification in Imitation Learning Via Statistical and Semantic Filtering AI summary
Quentin Rolland,, Fabrice Mayran de Chamisso, Jean-Baptiste Mouret
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CableSense: MuJoCo Simulation-Guided Neural Networks for Force Estimation in Cable-Driven Manipulators AI summary
states are recorded. (c) Force perception network uses D cable tension inputs to estimate external force.
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RGA-Net: A Vision Enhancement Framework for Robotic Surgical Systems Using Reciprocal Attention Mechanisms AI summary
Quanjun Li, Weixuan Li, Han Xia, Junhua Zhou, Chi Man Pun, Chen Xuhang
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Learning Adaptive Pseudo-Label Selection for Semi-Supervised 3D Object Detection AI summary
Taehun Kong, Tae-Kyun Kim
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CADET: A Modular Platform for Evaluating Distributed Cooperative Autonomy in Connected Autonomous Vehicles AI summary
Pragya Sharma, Brian Wang, Mani Srivastava
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GSAT: Geometric Traversability Estimation Using Self-Supervised Learning with Anomaly Detection for Diverse Terrains AI summary
Dongjin Cho, Miryeong Park, Juhui Lee, Geonmo Yang, Younggun Cho
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Learning Generalizable Robot Policy with Human Demonstration Video as a Prompt AI summary
Xiang Zhu, Yichen Liu, Hezhong Li, Jianyu Chen
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Flow before Imitation: Learning Dexterous In-Hand Manipulation with Dynamic Visuotactile Shortcut Policy AI summary
Yijin Chen, Wenqiang Xu, Zhenjun Yu, Tutian Tang, Yutong Li, Siqiong Yao, Cewu Lu
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Decentralized Triangulation Formation without Communication: A Vision Transformer Based Learning Approach AI summary
Xinchi Huang, Guang YANG, Yi Guo
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ActivePusher: Active Learning and Planning with Residual Physics for Nonprehensile Manipulation AI summary
Zhuoyun Zhong, Seyedali Golestaneh, Constantinos Chamzas
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SafeFlowMPC: Predictive and Safe Trajectory Planning for Robot Manipulators with Learning-Based Policies AI summary
Thies Oelerich, Gerald Ebmer, Christian Hartl-Nesic, Andreas Kugi
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Multivariate Active Learning and Adaptive Sampling with Multi-Kernel Gaussian Processes AI summary
Thien Hoang Nguyen, Nathan Wallace, Nicholas Harrison, and Salah Sukkarieh
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ARMOR: Attack-Resilient Reinforcement Learning Control for UAVs AI summary
Pritam Dash, Ethan Chan, Nathan P. Lawrence, Karthik Pattabiraman
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Multi-Task Reinforcement Learning of Drone Aerobatics by Exploiting Geometric Symmetries AI summary
Zhanyu Guo,, Zikang Yin,, Guobin Zhu,, Shiliang Guo, and Shiyu Zhao∗
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Learning Actuator-Aware Spectral Submanifolds for Precise Control of Continuum Robots AI summary
Paul Leonard Wolff, Hugo Buurmeijer, Luis Pabon, John Irvin Alora, Mark Leone, Roshan Kaundinya, Amirhossein Kazemipour, Robert Kevin Katzschmann, Marco Pavone
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CLAR: Learning 3D Representations for Robotic Manipulation by Fusing Masked Reconstruction with Multi-Level Contrastive Alignment AI summary
Wenbo Cui, Chengyang Zhao, Yuhui Chen, Haoran Li, Zhizheng Zhang, Dongbin Zhao, He Wang
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Continual-RL for Generalization in Autonomous Racing on the RoboRacer Platform AI summary
Joel Siegert, Edoardo Ghignone, Michele Magno
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Neural Internal Model Control: Learning a Robust Control Policy Via Predictive Error Feedback AI summary
Feng Gao, Chao Yu, Yu Wang, Yi Wu
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Real-Time Robotic Needle Insertion in Deformable and Moving Structure Using Learning-By-Example Method AI summary
Thuc Long Ha, Julien Bert, Hadrien Courtecuisse
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LeGO-MM: Learning Navigation for Goal-Oriented Mobile Manipulation Via Hierarchical Policy Distillation AI summary
Bolei Chen, Liangbai Liu, Shengsheng Yan, Haonan Yang, Ping Zhong, Jianxin Wang
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Zero-Shot Exocentric Viewpoint-Robust Imitation Learning (VIL): Bridging Handheld Gripper and Exocentric Views AI summary
Boyan Li, Peilin Meng, Chang Liu, Yulin Chen, Qi Zhou, Youyi Bi
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CorrectManip: A Data-Driven Closed-Loop Framework for Autonomous Skill Learning with Failure Recovery AI summary
Shiwen Li, Zhen Yang, Zuofu Wang, Bin Ma, ye tengju, Shiyu Zhao, Junbo Chen, Kaicheng Yu
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MTIL: Encoding Full History with Mamba for Temporal Imitation Learning AI summary
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R2BC: Multi-Agent Imitation Learning from Single-Agent Demonstrations AI summary
Connor Mattson, Varun Raveendra, Ellen Novoseller, Nicholas Waytowich, Vernon Lawhern, Daniel Brown
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Pushing the Limits of Reactive Navigation: Learning to Escape Local Minima AI summary
Isar Meijer, Michael Pantic, Helen Oleynikova, Roland Siegwart
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TOLEBI: Learning Fault-Tolerant Bipedal Locomotion Via Online Status Estimation and Fallibility Rewards AI summary
Hokyun Lee, Woo-Jeong Baek, Junhyeok Cha, Jaeheung Park
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CRED: Counterfactual Reasoning and Environment Design for Active Preference Learning AI summary
Yi-Shiuan Tung, Gyanig Kumar, Wei Jiang, Bradley Hayes, Alessandro Roncone
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Learning Constraint-Aware Dynamical Systems from Human Demonstrations for Constrained Manipulation Tasks AI summary
Soyoun Sung, Keehoon Kim
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RM-RL: Role-Model Reinforcement Learning for Precise Robot Manipulation AI summary
Xiangyu Chen, Chuhao Zhou, Yuxi Liu, Jianfei Yang
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Receding Horizon Reinforcement Learning with Autoregressive Model for Motion Control of Autonomous Vehicles AI summary
Xin Yin, Haotian CAO, Xinglong Zhang, Qingwen Ma, Xin Xu, Haibin Xie
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BEV-Patch-PF: Particle Filtering with BEV-Aerial Feature Matching for Off-Road Geo-Localization AI summary
Dongmyeong Lee, Jesse Quattrociocchi, Christian Ellis, Rwik Rana, Amanda Adkins, Adam Uccello, Garrett Warnell, Joydeep Biswas
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Modular Acoustic Graph SLAM for Underwater Monitoring with Autonomous Underwater Vehicles AI summary
Marta Real, Pau Vial, Roger Pi, Narcis Palomeras, Marc Carreras
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RoboPCA: Pose-Centered Affordance Learning from Human Demonstrations for Robot Manipulation AI summary
Zhanqi Xiao, Ruiping Wang, Xilin Chen
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TiCoSS: Tightening the Coupling between Semantic Segmentation and Stereo Matching within a Joint Learning Framework AI summary
Guanfeng Tang, Zhiyuan Wu, Jiahang Li, Ping Zhong, Xieyuanli Chen, Huimin Lu, Rui Fan
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Gaussian Splatting and Point Cloud-Based Workspace Prediction for Collision-Free Trajectory Planning in Collaborative Robots AI summary
Jungho Seo, DongWook Kim
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