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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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2887 result(s) for “Deep Learning in Robotics and Automation” Page 1 of 58
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Overcoming Imperfect Kinematics in Surgical Robotics through Sim-To-Real Visuomotor Learning AI summary
Zhaoxuan Yan, Kaizhong Deng, Zhaoyang Jacopo Hu, George Mylonas, Daniel Elson
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HAVEN: Hierarchical Adversary-Aware Visibility-Enabled Navigation with Cover Utilization Using Deep Transformer Q-Networks AI summary
Mihir Chauhan, Damon Conover, Aniket Bera
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DYNAMO: Dependency-Aware Deep Learning Framework for Articulated Assembly Motion Prediction AI summary
Mayank Patel, Rahul Jain, Asim Unmesh, Karthik Ramani
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Healthcare Robots for Photorejuvenation-Based Cosmetic Services AI summary
Anqing Duan, Wanli Liuchen, Domingo Gomez, Muhammmad Muddassir, David Navarro-Alarcon
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Deep Visual Odometry for Stereo Event Cameras AI summary
Sheng Zhong, Junkai Niu, Yi Zhou
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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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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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Automated Genomic Interpretation Via Concept Bottleneck Models for Medical Robotics AI summary
Zijun Li, Jinchang Zhang, Zhang Ming, Guoyu Lu
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Squeezing the Last Drop of Accuracy: Hand-Eye Calibration Via Deep Reinforcement Learning-Guided Pose Tuning AI summary
Seunghui Shin, Daeho Kim, Hyoseok Hwang
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Intent Recognition in Gait Transition Using Muscle Volume Sensors with Deep Learning AI summary
Geonwoo Park, MooJin Woo, Jiwoo Oh, Hyeon Chan Chei, Keonyoung Oh
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Robot Deformable Object Manipulation Via NMPC-Generated Demonstrations in Deep Reinforcement Learning AI summary
Haoyuan Wang, Zihao Dong, Tong Zhu, HongLiang Lei, Weizhuang Shi, Zejia Zhang, Wei Luo, Weiwei Wan, Xinxing Chen, Jian Huang
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Simultaneous Deep Model-Based Reinforcement Learning and State Inference under Partial Observability AI summary
William Cong, Josiah Hanna
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EEG-Driven Intention Decoding: Offline Deep Learning Benchmarking on a Robotic Rover AI summary
Ghadah Alosaimi, Maha Alsayyari, Yixin Sun, Stamos Katsigiannis, Amir Atapour-Abarghouei, Toby Breckon
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SwarmNav: Swarm Robotics Navigation in Dynamic and Dense Environments Via Reinforcement Learning AI summary
Shengbo Li, Chuanjie Lv, Xiangqian Yuan, Liming Xu, Xinyang Liu, Zongzhi Zhu, Gang Xu, Yong Liu
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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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URPlanner: A Universal Paradigm for Collision-Free Robotic Motion Planning Based on Deep Reinforcement Learning AI summary
Fengkang Ying, Hanwen Zhang, Haozhe Wang, Huishi Huang, Marcelo H Ang Jr
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SDPRLayers: Certifiable Backpropagation through Polynomial Optimization Problems in Robotics AI summary
Connor Holmes, Frederike Dümbgen, Timothy Barfoot
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Diffusion Stabilizer Policy for Automated Surgical Robot Manipulations AI summary
Chon-Lam Ho, Jianshu Hu, lei song, Hesheng Wang, Qi Dou, Yutong Ban
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Distributed First-Order and Second-Order Adaptive Hybrid Optimization for Multi-Robot Learning AI summary
Yilun Zhang, Xianghua Xie, Lu Zhang
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TEMPO-VINE: A Multi-Temporal Sensor Fusion Dataset for Localization and Mapping in Vineyards AI summary
Mauro Martini, Marco Ambrosio, Judith Vilella-Cantos, Alessandro Navone, Marcello Chiaberge
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UltraDexGrasp: Learning Universal Dexterous Grasping for Bimanual Robots with Synthetic Data AI summary
Sizhe Yang, Yiman Xie, Zhixuan Liang, Yang Tian, Jia Zeng, Dahua Lin, Jiangmiao Pang
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Efficient Real-World Benchmarking for Practical Fine-Grained Product Identification in Retail Robotics for Picking and Stock Taking AI summary
Jochen Lindermayr, Florian Jordan, Cagatay Odabasi, Werner Kraus, Richard Bormann, Marco F. Huber
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Dribble Master: Learning Agile Humanoid Dribbling through Legged Locomotion AI summary
Zhuoheng Wang, Jinyin Zhou, Qi Wu
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Learning Optimal Strategies for Needle Handover in Surgical Suturing AI summary
Cholin Kim, Jeonghyeon Yoon, Hakyun Lee, Sihyeoung Park, Hyojae Park, Seungjun Lee, Michael Yip, Minho Hwang
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COSMO-Bench: A Benchmark for Collaborative SLAM Optimization AI summary
Daniel McGann, Easton Potokar, Michael Kaess
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Learning-Based Safety-Aware Task Scheduling for Efficient Human-Robot Collaboration AI summary
Marco Faroni, Alessio Spanò, Andrea Maria Zanchettin, Paolo Rocco
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SEEC: Stable End-Effector Control with Model-Enhanced Residual Learning for Humanoid Loco-Manipulation AI summary
Jaehwi Jang, Zhuoheng Wang, Ziyi Zhou, Feiyang Wu, Ye Zhao
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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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Agility Meets Stability: Versatile Humanoid Control with Heterogeneous Data AI summary
Yixuan Pan, Ruoyi Qiao, Li Chen, Kashyap Chitta, Liang Pan, Haoguang Mai, Qingwen Bu, Cunyuan Zheng, Hao Zhao, Ping Luo, Hongyang Li
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ExBody2: Advanced Expressive Humanoid Whole-Body Control AI summary
Mazeyu Ji, Xuanbin Peng, Fangchen Liu, Jialong LI, Ge Yang, Xuxin Cheng, Xiaolong Wang
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iVISION-2DCD: A Long-Term Change Detection Dataset for Large-Scale Outdoor Construction Monitoring AI summary
Dayou Mao, Yuchen Lin, Ashkan Ebadi, John S. Zelek, Alexander Wong, Yuhao Chen
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Data Scaling Laws for Imitation Learning-Based End-To-End Autonomous Driving AI summary
Yupeng Zheng, Pengxuan Yang, zhongpu xia, Qichao Zhang, Yuhang Zheng, Ben Lu, Teng Zhang, Chao Han, Weize Li, Songen Gu, Xianpeng Lang, Xiangyuan Lan, Dongbin Zhao
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Semantically-Driven Deep Reinforcement Learning for Inspection Path Planning AI summary
Grzegorz Malczyk, Mihir Kulkarni, Kostas Alexis
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DRO-EDL-MPC: Evidential Deep Learning-Based Distributionally Robust Model Predictive Control for Safe Autonomous Driving AI summary
Hyeongchan Ham, Heejin Ahn
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Deep Reinforcement Learning-Based Motion Planning and PDE Control for Flexible Manipulators AI summary
Amir Hossein Barjini, Seyed Adel Alizadeh Kolagar, Sadeq Yaqubi, Jouni Mattila
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LeHome: A Simulation Environment for Deformable Object Manipulation in Household Scenarios AI summary
Zeyi Li, Yushi Yang, Shawn Xie, Jingkai Xu, Tianxing Chen, Yuran Wang, Zhenhao Shen, Yan Shen, Yue Chen, Wenjun Li, Yukun Zheng, Chaorui Zhang, SIYI LIN, Fei Teng, Hongjun Yang, Ming Chen, Steve Xie, Ruihai Wu
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Trajectory Planning for UAV-Based Smart Farming Using Imitation-Based Triple Deep Q-Learning AI summary
Wencan Mao, Quanxi Zhou, Tomás Couso Coddou, Manabu Tsukada, Liu Yunling, Yusheng Ji
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Multi-Dimensional Perturbation Strategies for Adversarial Attacks in Multi-Agent Deep Reinforcement Learning AI summary
Runwen Chen, shuo feng, Tianzhe Qi, yucheng shi, Xiaorong Hu, Yang Zhao, bo sun, Zhao Jin, Yizhe Luo, Mingliang Xu
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FLIP: Flowability-Informed Powder Weighing AI summary
Nikola Radulov, Alex Wright, Thomas Little, Andrew Ian Cooper, Gabriella Pizzuto
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Deep Photonic Reservoir Computer Meets UAV Control: An Ultra-Fast Learning-Based Compensator for Agile Flight in Confined Space AI summary
Qinxiao Ma, Ruiqian Li, Cheng Wang, Yang Wang
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Trailer-aware End-to-end Autonomous Driving for Tractor-Trailers with Deep Reinforcement Learning AI summary
Congfei Li, Yang Li, Peigen Liu, Rongqi Gu, Zuolei Sun, Yuxiang Sun
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Behavior Cloning-Enhanced Deep Reinforcement Learning for Robot Navigation Via Dynamic Reward and Adaptive Replanning AI summary
Jianning Chi, fusheng li, Wenjun Zhang, Yongming Yang
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GRATE: A Graph Transformer-Based Deep Reinforcement Learning Approach for Time-Efficient Autonomous Robot Exploration AI summary
Haozhan Ni, Jingsong Liang, Chenyu He, Yuhong Cao, Guillaume Adrien Sartoretti
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Policy Diversification through Representation Distinguishability Regularization for Multi-Actor Deep Reinforcement Learning AI summary
Meng XU, Xinhong Chen, Shuguang Wang, Guanyi Zhao, Jianping Wang
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Deep Reinforcement Learning for Hip Exoskeleton Control Via Predictive Simulation of Reflex-Based Human Gait AI summary
Hossein Barati, Sangdo Kim, Thanh Xuan Nguyen, Jongwon Lee, Young Jin Park
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Vision-Guided Robotic Grinding with Deep Learning-Based Bead Segmentation and Digital Twin Verification AI summary
Seong Hyeon Kim, Hyo-Young Kim
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Non-Contact Tactile Perception in Human-Robot Interaction: Deep Learning-Enhanced Super-Resolution Spatial Sensing AI summary
Shuyao Zhou, Jikai Liang, Zhengjie Zhu, Kong Depeng, Zhiao He, Honghao Lyu, Geng Yang
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Demonstration-Augmented Deep Reinforcement Learning with Mixed Reality Human-In-The-Loop Guidance AI summary
Mohammad-Ehsan Matour, Alexander Winkler
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Deep Reinforcement Learning for Reach-Avoid-Stay Problems AI summary
Gabriel Chenevert, Jingqi Li, Achyuta Kannan, Sangjae Bae, Donggun Lee
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NaviGait: Navigating Dynamically Feasible Gait Libraries Using Deep Reinforcement Learning AI summary
Neil Janwani, Varun Madabushi, Maegan Tucker
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