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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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1602 result(s) for “Deep Learning Methods” Page 7 of 33
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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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Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robots AI summary
Zongyuan Chen, Yan Xia, Jiayuan Liu, Jijia Liu, Wenhao Tang, Jiayu Chen, Feng Gao, Longfei Ma, Hongen Liao, Yu Wang, Chao Yu, Boyu Zhang, Fei Xing
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Image-Based Closed-Loop Control of a Robotically Steerable Endoscopic Cannula for Minimally Invasive Neurosurgery AI summary
Nidhi Malhotra, Revanth Konda, Jaydev P. Desai
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Learning Structural Latent Points for Efficient Visual Representations in Robotic Manipulation AI summary
Yicheng Jiang, Jiaxu Wang, Junhao He, Zesen Gan, Junhao LI, Qiang Zhang, Jingkai SUN, Jiahang Cao, Mingyuan Sun, Xiangyu Yue, Qiming Shao
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Learning on the Fly: Rapid Policy Adaptation Via Differentiable Simulation AI summary
Jiahe Pan, Jiaxu Xing, Rudolf Reiter, Yifan Zhai, Elie Aljalbout, Davide Scaramuzza
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UltraHiT: A Hierarchical Transformer Architecture for Generalizable Internal Carotid Artery Robotic Ultrasonography AI summary
Teng Wang, Haojun Jiang, Yuxuan Wang, Zhenguo Sun, Xiangjie Yan, Xiang LI, Gao Huang
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Learning Task-Invariant Properties Via Dreamer: Enabling Efficient Policy Transfer for Quadruped Robots AI summary
Junyang Liang, Yuxuan Liu, Yanbin Chang, Junfan Lin, JunKai JI, Hui Li, Changxin Huang, Jianqiang Li
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Adaptive Motion Priors with Constrained Optimization AI summary
Tuchapong Sangthaworn, Bawornsak Sakulkueakulsuk
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Masked IRL: LLM-Guided Reward Disambiguation from Demonstrations and Language AI summary
Minyoung Hwang, Alexandra Forsey-Smerek, Nathaniel Dennler, Andreea Bobu
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PDLNet: Learning Point Cloud Distortion for Unsupervised Cross-Domain Point Cloud Segmentation in Adverse Weather AI summary
Shuhua Dong, Minxian Li, Haofeng Zhang
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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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Tiny-DroNeRF: Tiny Neural Radiance Fields Aboard Federated Learning-Enabled Nano-Drones AI summary
Ilenia Carboni, Elia Cereda, Lorenzo Lamberti, Daniele Malpetti, Francesco Conti, Daniele Palossi
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ConsistencyPlanner: Real-Time Planning with Fast-Sampling Consistency Models AI summary
Qichao Zhang, Xing Fang, Jiaqi Fang, Zhenwen Cai, Jie Ling, Qiankun Yu, Dongbin Zhao
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Diffusion Trajectory-Guided Policy for Long-Horizon Robot Manipulation AI summary
shichao Fan, Quantao Yang, yajie liu, Kun Wu, Zhengping Che, qingjie Liu, Min Wan
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SAFL-Geo: Structure-Aware Feature Learning with Fusion Loss for Infrared-Visible Geo-Localization AI summary
Jiabo Shen, Shuying Zhao, Yunzhou Zhang, Tengda Zhang, Hongyu Zhou, Yu Zhang, Jiaxu Gao
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TARAD: Task-Aware Robot Affordance-Centric Diffusion Policy Learned from LLM-Generated Demonstrations AI summary
Site Hu, Takayuki Nagai, Takato Horii
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Learning to Control the Whole-Body Shape of a Soft Robotic Arm in Unknown Situations AI summary
Zhiqiang Tang, Qianqian WANG, Daniela Rus, Cecilia Laschi
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Playbook: Scalable Discrete Skill Discovery from Unstructured Datasets for Long-Horizon Decision-Making Problems AI summary
Minjae Kang, Mineui Hong, Songhwai Oh
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Prepare before You Act: Learning from Humans to Rearrange Initial States AI summary
Yinlong Dai, Andre Keyser, Dylan Losey
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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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Terramechanics-Based Mobility Failure Compensation and Soil Manipulation AI summary
Catherine Pavlov, Arno Rogg, Aaron M. Johnson
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Neuromorphic Event Camera-Based Object Recognition and Grasping Position Detection Using a Transfer Learning-Enhanced Multi-Task Model AI summary
Muhammad Hamza Zafar, Syed Kumayl Raza Moosavi, Filippo Sanfilippo
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Generative Predictive Control: Flow Matching Policies for Dynamic, Difficult-To-Demonstrate Tasks AI summary
Vincent Kurtz, Joel Burdick
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SVR-GS: Spatially Variant Regularization for Probabilistic Masks in 3D Gaussian Splatting AI summary
Ashkan Taghipour, Vahid Naghshin, Benjamin John Southwell, Farid Boussaid, Hamid Laga, Mohammed Bennamoun
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Spatially-Anchored Tactile Awareness for Robust Dexterous Manipulation AI summary
Jialei Huang, Yang Ye, Yuanqing Gong, Xuezhou Zhu, Yang Gao, Kaifeng Zhang
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Sym-Servo: Disambiguate Symmetric Object Pose by End-To-End Optimal Visual Servo AI summary
Shuxin li, Anzhe Chen, Haojian Lu, Rong Xiong, Yue Wang
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Attention-Based Markerless Pose Estimation of the Assistant-Port Trocar in Robot-Assisted Surgery with a Head-Mounted Display AI summary
Nicholas Greene, Aoqi Long, Peter Kazanzides
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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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Depth Completion by Rescaling Monocular Depth Estimates Via Compressed Sensing AI summary
Daoxin Zhong, Jun Li, Yeshas Thadimari, Meng Yee (Michael) Chuah
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Should I Replan? Learning to Spot the Right Time in Robust MAPF Execution AI summary
David Zahr ́adka,, David Woller, Denisa Muˇz ́ıkov ́a,, Miroslav Kulich and Libor Pˇreuˇcil
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Design of an Untethered Multi-Mode Swimming Robot Driven by Electromagnetic Actuators AI summary
Jinchun Yan, Yiyi Lu, Qifan Li, Oncay Yasa
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AnyThermal: Towards Learning Universal Representations for Thermal Perception AI summary
Parv Maheshwari, Jay Karhade, Yogesh Chawla, Isaiah Adu, Florian Heisen, Andrew Porco, Andrew Jong, Yifei Liu, Santosh Pitla, Sebastian Scherer, Wenshan Wang
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Closed-Loop Cross-Scale Motion of Decoupled Light and Tendon Driven Miniature Continuum Robots AI summary
Cheng Zhou, Xiaotong Qin, Haoyang Yu, Jingyuan Xia, Zheng Xu, Zecai Lin, Anzhu Gao
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Differentiable Motion Manifold Primitives for Reactive Motion Generation under Kinodynamic Constraints AI summary
Yonghyeon Lee
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HI-SLAM2: Geometry-Aware Gaussian SLAM for Fast Monocular Scene Reconstruction AI summary
Wei Zhang, Qing Cheng, David Skuddis, Niclas Zeller, Daniel Cremers, Norbert Haala
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Visual Category-Guided One-Shot Open Affordance Grounding AI summary
Yangfan Wang, Hongyang Yu, Xiying Li
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Online Pareto-Optimal Decision-Making for Complex Tasks Using Active Inference AI summary
Peter Amorese, Shohei Wakayama, Nisar Ahmed, Morteza Lahijanian
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SPARR: Simulation-Based Policies with Asymmetric Real-World Residuals for Assembly AI summary
Yijie Guo, Iretiayo Akinola, Lars Johannsmeier, Hugo Hadfield, Abhishek Gupta, Yashraj Narang
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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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Robust Online Residual Refinement Via Koopman-Guided Dynamics Modeling AI summary
Zhefei Gong, Shangke Lyu, Pengxiang Ding, Wei Xiao, Donglin Wang
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Concurrent-Learning Based Relative Localization in Shape Formation of Robot Swarms AI summary
Jinhu Lv, Kunrui Ze, Shuoyu Yue, Kexin Liu, Wei Wang, Guibin Sun
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SonarGAN: A Progressive GAN Framework for Sonar Image Denoising under Multi-Type Noises AI summary
Zhangrui Hu, Yunxuan Feng, Binyu Nie, Lei Yan, Wenjie Lu, Liang Hu
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START: Traversing Sparse Footholds with Terrain Reconstruction AI summary
Ruiqi Yu, Qianshi Wang, Hongyi Li, Jun Zheng, Zhicheng Wang, Jun Wu, Qiuguo Zhu
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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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Unveiling the Impact of Data and Model Scaling on High-Level Control for Humanoid Robots AI summary
Yuxi Wei, Ziseoi Wong, Kangning Yin, Yue Hu, Jingbo Wang, Siheng Chen
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AsterNav: Autonomous Aerial Robot Navigation in Darkness Using Passive Computation AI summary
Deepak Singh, Shreyas Khobragade, Nitin Jagannatha Sanket
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An End-To-End Trajectory Planner for Safe and Efficient Navigation in Crowded Dynamic Environments AI summary
Shuting Zhang, Haowen Wang, Guangchen Li
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TeachingBot: Robot Teacher for Human Handwriting AI summary
Zhimin Hou, Cunjun Yu, David Hsu, Haoyong Yu
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Multimodal Diffusion Forcing for Forceful Manipulation AI summary
Zixuan Huang, Huaidian Hou, Dmitry Berenson
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E^2DT: Efficient and Effective Decision Transformer with Experience-Aware Sampling for Robotic Manipulation AI summary
Kaiyan Zhao, Borong Zhang, Yiming Wang, Xingyu Liu, Xuetao Li, Yuyang Chen, Xiaoguang Niu
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