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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 2 of 58
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Deep Learning�Driven Tumor Boundary Estimation Using Robotic Palpation in Minimally Invasive Surgery AI summary
Youngjun Ryu, Jeongbin Hong, Hyeonwoo Kee, Sukho Park
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Hybrid Agentic AI-FSM Framework for Instruction-Based Industrial Manipulation Tasks AI summary
Sungmoon Joo, Ikjune Kim
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HIPPO-MAT: Decentralized Task Allocation Using GraphSAGE and Multi-Agent Deep Reinforcement Learning AI summary
Lavanya Ratnabala,, Robinroy Peter,, Aleksey Fedoseev, and Dzmitry Tsetserukou
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Learning Push-Grasp Synergy for Occluded Objects in Cluttered Environments AI summary
Ziang Li, Haorui Wu, Zhiqi Chen, Haozhe Zhang, Yuzhe Huang, Changshui Zhang
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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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TaSA: Two-Phased Deep Predictive Learning of Tactile Sensory Attenuation for Improving In-Grasp Manipulation AI summary
Pranav Ponnivalavan, Satoshi Funabashi, Alexander Schmitz, Tetsuya Ogata, Shigeki Sugano
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Online Planning for Multi-UAV Pursuit-Evasion in Unknown Environments Using Deep Reinforcement Learning AI summary
Jiayu Chen, Chao Yu, Guosheng Li, Wenhao Tang, Shilong Ji, Xinyi Yang, Botian Xu, Huazhong Yang, Yu Wang
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JuggleRL: Mastering Ball Juggling with a Quadrotor Via Deep Reinforcement Learning AI summary
Shilong Ji, Yinuo Chen, Chuqi Wang, Jiayu Chen, Ruize Zhang, Feng Gao, Wenhao Tang, Shu'ang Yu, Sirui Xiang, Xinlei Chen, Chao Yu, Yu Wang
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The Case of Metadata Leakage in ROS 2: Fingerprintability, Security Implications, and Internet-Wide Vulnerability Measurements AI summary
Fayzah Alshammari, Sam Der, Qi Alfred 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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TacTip-based Dynamic Contact Force Estimation with Sequential Tactile Images and Its Applications to Robotic Force Tracking AI summary
Wantong Xie, Zhenyu Lu, Jingyang Liu, Jialong Yang, Lu Chen, Chenguang Yang
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SurgAM: Surgical Affordance Map Prediction with Multimodal Feature Fusion for Robot Autonomy AI summary
Lei Song, Yonghao Long, Mengya Xu, Jiayi Geng, Xiuyuan Chen, Qi Dou
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STLCG++: A Masking Approach for Differentiable Signal Temporal Logic Specification AI summary
Parv Kapoor, Kazuki Mizuta, Eunsuk Kang, Karen Leung
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Robust Bayesian Scene Reconstruction with Retrieval-Augmented Priors for Precise Grasping and Planning AI summary
Herbert Wright, Weiming Zhi, Martin Matak, Matthew Johnson-Roberson, Tucker Hermans
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Enhancing Classical Motion Planners Using RL with Safety Guarantees AI summary
Elias Goldsztejn, Ronen Brafman
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Preference-Conditioned Reinforcement Learning for Space-Time Efficient Online 3D Bin Packing AI summary
Nikita Sarawgi, Omey Mohan Manyar, Fan Wang, Thinh Nguyen, Daniel Seita, Satyandra K. Gupta
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Deep Sensorimotor Control by Imitating Predictive Models of Human Motion AI summary
Himanshu Gaurav Singh, Pieter Abbeel, Jitendra Malik, Antonio Loquercio
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Aleatoric Uncertainty from AI-Based 6D Object Pose Predictors for Object-Relative State Estimation AI summary
Thomas Jantos, Stephan Weiss, Jan Steinbrener
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GRAM: Generalization in Deep RL with a Robust Adaptation Module AI summary
James Queeney, Xiaoyi Cai, Alexander Schperberg, Radu Corcodel, Mouhacine Benosman, Jonathan How
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SHeRLoc: Synchronized Heterogeneous Radar Place Recognition for Cross-Modal Localization AI summary
Hanjun Kim, Minwoo Jung, Wooseong Yang, Ayoung Kim
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Beyond the Teacher: Leveraging Mixed-Skill Demonstrations for Robust Imitation Learning AI summary
Saharsh Saharsh, Shubham Sonkar, Pushpak Jagtap, Ravi Prakash
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Lyapunov Stability-Driven Control Algorithm for Heterogeneous Multi-Robot Coordination AI summary
Fatemeh Rekabi Bana, Mazen Bahaidarah, Ognjen Marjanovic, Farshad Arvin
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Real-World Robot Control by Deep Active Inference With a Temporally Hierarchical World Model AI summary
Kentaro Fujii, Shingo Murata
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MemOcc: Hierarchical Memory for Indoor Continuous Occupancy Mapping AI summary
Yang YIRong, Lin Yuxin, Guo Longteng, Song Li, Wang Qunbo, Yu Ming-Ming, Wu Wenjun, Liu Jing
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360DVO: Deep Visual Odometry for Monocular 360-Degree Camera AI summary
Xiaopeng Guo, Yinzhe XU, Huajian Huang, Sai-Kit Yeung
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Sketch2CAD: Generative Adversarial Network for Automated Conversion of Hand-Drawn Sketches to Parametric CAD Models AI summary
Xiaogang Wang, Liu YunCong, Yu Zhang
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MIND - Multi-Feature Implicit Neural Descriptors for Robotic Surface Processing of 3D Objects with Variations in Geometry AI summary
Anish Pratheepkumar, Christian Hartl-Nesic, Markus Ikeda, Fabian Widmoser, Andreas Pichler, Markus Vincze
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Depth-Constrained ASV Navigation with Deep RL and Limited Sensing AI summary
Amirhossein Zhalehmehrabi, Daniele Meli, Francesco Dal Santo, Francesco Trotti, Alessandro Farinelli
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Multi-View Stereo with Geometric Encoding for Large-Scale Dense Scene Reconstruction AI summary
Guidong YANG, Rui Cao, Junjie Wen, Benyun ZHAO, Qingxiang Li, Xi Chen, Yunhui Liu, Ben M. Chen
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U2E: Uncertainty-Aware Modeling and Uncertainty-Guided Exploration with Deep Ensemble for Quadrupedal Robot AI summary
Zitong Bai, Yince Gao, Naiyuan Liu, Yiming Huang, Xiaolong Yu, Wei Wang
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Learning-Based Robust Control: Unifying Exploration and Distributional Robustness for Reliable Robotics Via Free Energy AI summary
Hozefa Jesawada, Giovanni Russo, Abdalla Swikir, Fares Abu-Dakka
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Learning from Demonstrations Over Riemannian Manifolds Using Neural ODEs AI summary
Diana Gerlid Cuervo Espinosa, Mahathi Anand, Angela P. Schoellig
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A CAD-Free Vision-Guided Framework for Robotic Deburring of Flexible Shoe Soles AI summary
Alessandra Tafuro, Marco Guarini, Angelo Mineo, Andrea Maria Zanchettin, Paolo Rocco
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You Only Pose Once: A Minimalist's Detection Transformer for Monocular RGB Category-Level 9D Multi-Object Pose Estimation AI summary
Hakjin Lee, Junghoon Seo, Jaehoon Sim
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Distributed AI for Robotics AI summary
Satyabhama Singh, Lars Wulfert, Hendrik Woehrle
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Novel Robotic Fleet for Sample Recovery in Lunar Craters: A Concept of Operations AI summary
Rishi Jangale, Derek Pravecek, Sarah Lam, David McDougall, Mauricio Trevino, Aaron Villanueva, Jonas Land, Heaven De Leon, Micah Oevermann, Robert Ambrose
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When Attention Betrays: Erasing Backdoor Attacks in Robotic Policies by Reconstructing Visual Tokens AI summary
Mengde Li, Jifeng Xuan∗and Miao Li,,∗
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SHaRe-RL: Structured, Interactive Reinforcement Learning for Contact-Rich Industrial Assembly Tasks AI summary
Jannick Stranghöner, Philipp Hartmann, Lisa-Marie Weigelt, Marco Braun, Sebastian Wrede, Klaus Neumann
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Tacser and Action-Conditioned Latent Filter for Generalizable Robotic Surface Perception AI summary
Anirvan Dutta, Yerkebulan Massalim, etienne burdet, Mohsen Kaboli
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SF-ODNav: Successor Feature Framework for Map-Less Target-Driven Outdoor Visual Navigation AI summary
Junzhe Wu, Jiaming Zhang, Tingrong Zhang, Ruining Tao, Huy Tran, Girish Chowdhary
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Neuro-Robot Interaction in Robot-Assisted Surgery using EEG and Self-Supervised Graph Transformer AI summary
Debashis Das Chakladar, Foteini Simistira Liwicki, Rajkumar Saini
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Surgeon Supervised Autonomous Surgical System for Oral and Maxillofacial Surgery AI summary
Qingchuan Ma, Etsuko Kobayashi, Kazuaki Hara, Junchen Wang, Ken Masamune, Hideyuki Suenaga, Yubo Fan
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OmniMap: A General Mapping Framework Integrating Optics, Geometry, and Semantics AI summary
Yinan Deng, Yufeng Yue, Jianyu Dou, Jingyu Zhao, Jiahui Wang, Yujie Tang, Yi Yang, Mengyin Fu
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Event-based Motion & Appearance Fusion for 6D Object Pose Tracking AI summary
Zhichao Li, Chiara Bartolozzi, Lorenzo Natale, Arren Glover
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LEGO: Latent-Space Exploration for Geometry-Aware Optimization of Humanoid Kinematic Design AI summary
JiHwan Yoon, Taemoon Jeong, Jeongeun Park, Chanwoo Kim, Jaewoon Kwon, Yonghyeon Lee, Kyungjae Lee, Sungjoon Choi
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Why Cognitive Robotics Matters: Lessons from OntoAgent and LLM Deployment in HARMONIC for Safety-Critical Robot Teaming AI summary
Sanjay Oruganti,Sergei Nirenburg,Marjorie McShane,Jesse English,Michael Roberts,Christian Arndt,Ramviyas Parasuraman,Luis Sentis
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GraspClutter6D: A Large-Scale Real-World Dataset for Robust Perception and Grasping in Cluttered Scenes AI summary
Seunghyeok Back, Joosoon Lee, Kangmin Kim, Heeseon Rho, Geonhyup Lee, Raeyoung Kang, Sangbeom Lee, Sangjun Noh, Youngjin Lee, Taeyeop Lee, Kyoobin Lee
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FlowSight: Vision-Based Artificial Lateral Line Sensor for Water Flow Perception AI summary
Tiandong Zhang, Rui Wang, Qiyuan Cao, Shaowei Cui, Gang Zheng, Shuo Wang
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EeLsT: An Energy-Efficient Long-Short Term Approach for Sustainable Sailboat Autonomy in Disturbed Marine Environment AI summary
Qinbo Sun, Weimin Qi, Huihuan (Alex) Qian
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PointSFDA: Source-Free Domain Adaptation for Point Cloud Completion AI summary
Xing He, Zhe Zhu, Liangliang Nan, Wenshuo Peng, Honghua Chen, Mingqiang Wei
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