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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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1602 result(s) for “Deep Learning Methods” Page 6 of 33
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Few-Shot Physics-Informed Neural Network for Shape Reconstruction of Concentric-Tube Robots AI summary
Navid Feizi, Filipe Pedrosa, Rajnikant V. Patel, Jagadeesan Jayender
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Proactive Risk-Aware Trajectory Planning for Autonomous Driving in Unstructured Environments Via Reinforcement Learning with Adaptive Reward Design AI summary
Jiawei Du, Weiming Qu, Shenghai Yuan, Jia Wang, qifei bai, chengguang li, Xihong Wu, Dingsheng Luo
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RoboHitch: Learning Visual Affordance from Disordered Keypoints for Hitch Knots Tying AI summary
Jiahui Zuo, Boyang Zhang, Fumin Zhang
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Learning a Shape-Adaptive Assist-As-Needed Rehabilitation Policy from Therapist-Informed Input AI summary
Zhimin Hou, Jiacheng Hou, Xiao Chen, Hamid Sadeghian, Tianyu REN, Sami Haddadin
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CLOVER: Context-Aware Long-Term Object Viewpoint and Environment Invariant Representation Learning AI summary
Amanda Adkins, Dongmyeong Lee, Joydeep Biswas
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Multi-Robot Trajectory Planning Via Constrained Bayesian Optimization and Local Cost Map Learning with STL-Based Conflict Resolution AI summary
Sourav Raxit, Abdullah Al Redwan Newaz, Jose Fuentes, Paulo Padrao, Ana Cavalcanti, Leonardo Bobadilla
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Diverse Skill Discovery in Fourier Latent Space Via Unsupervised Learning AI summary
Ruopeng Cui, Yucong Sun, Xizhou Bu, Wang Chao, Wei Li
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Learning Forward Looking Adaptation to Dynamic Payloads for Quadruped Locomotion Via Physics-Informed Neural Networks AI summary
Oscar Youngquist, Hao Zhang
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Quality over Quantity: Demonstration Curation via Influence Functions for Data-Centric Robot Learning AI summary
Haeone Lee, Taywon Min, Junsu Kim, Sinjae Kang, Fangchen Liu, Lerrel Pinto, Kimin Lee
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A Differential Dynamic Programming Framework for Inverse Reinforcement Learning AI summary
Kun Cao, Xinhang Xu, Wanxin Jin, Karl H. Johansson, Lihua Xie
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StereoMamba: Real-Time and Robust Intraoperative Stereo Disparity Estimation via Long-Range Spatial Dependencies AI summary
Xu Wang, Jialang Xu, Shuai Zhang, Baoru Huang, Danail Stoyanov, Evangelos Mazomenos
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Learning Multiple Initial Solutions to Optimization Problems AI summary
Elad Sharony, Heng Yang, Tong Che, Marco Pavone, Shie Mannor, Peter Karkus
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Single-View 3D-Aware Representations for Reinforcement Learning by Cross-View Neural Radiance Fields AI summary
Daesol Cho, Seungyeon Yoo, Dongseok Shim, H. Jin Kim
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ViSA-Flow: Accelerating Robot Skill Learning Via Large-Scale Video Semantic Action Flow AI summary
Changhe Chen, Quantao Yang, Xiaohao Xu, Nima Fazeli, Olov Andersson
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KALIKO: Kalman-Implicit Koopman Operator Learning for Prediction of Nonlinear Dynamical Systems AI summary
Albert H. Li, Ivan Dario Jimenez Rodriguez Rodriguez, Joel Burdick, Yisong Yue, Aaron Ames
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SIGN: Safety-Aware Image-Goal Navigation for Autonomous Drones Via Reinforcement Learning AI summary
Zichen Yan, Rui Huang, Lei He, Shao Guo, Lin Zhao
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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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Decoding Multi-Finger Motions and Grasp Types with Grasp-Specific Models and Lightmyography Based Muscle-Machine Interfaces AI summary
Zhe Wang, Bonnie Guan, Shifei Duan, Kean C. Aw, Minas Liarokapis
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How Bumpy Is It? Incremental Online Learning of Terrain-Induced Bumpiness Costs for Off-Road Vehicles AI summary
Haoyu Yuan, Tianwei Niu, Shengshan Ma, Runjiao Bao, Shoukun Wang
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DAPPER: Discriminability-Aware Policy-To-Policy Preference-Based Reinforcement Learning for Query-Efficient Robot Skill Acquisition AI summary
Yuki Kadokawa, Jonas Frey, Takahiro Miki, Takamitsu Matsubara, Marco Hutter
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Communication-Efficient Module-Wise Federated Learning for Grasp Pose Detection in Cluttered Environments AI summary
Woonsang Kang, Joohyung Lee, Seungjun Kim, Jungchan Cho, Yoonseon Oh
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Reinforcement Learning for Robust Athletic Intelligence: Lessons from the 2nd �AI Olympics with RealAIGym� Competition AI summary
Felix Wiebe, Niccolò Turcato, Alberto Dalla Libera, Jean Seong Bjorn Choe, Bumkyu Choi, Tim Faust, Habib Maraqten, Erfan Aghadavoodi Jolfaei, Marco Calì, Alberto Sinigaglia, Giulio Giacomuzzo, Ruggero Carli, Diego Romeres, Jong-kook Kim, Gian Antonio Susto, Shubham Vyas, Dennis Mronga, Boris Belousov, Jan Peters, Frank Kirchner, Shivesh Kumar
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Using Non-Expert Data to Robustify Imitation Learning Via Offline Reinforcement Learning AI summary
Kevin Huang, Rosario Scalise, Cleah Winston, Ayush Agrawal, Yunchu Zhang, Rohan Baijal, Markus Grotz, Byron Boots, Benjamin Burchfiel, Hongkai Dai, Masha Itkina, Paarth Shah, Abhishek Gupta
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PokeNet: Learning Kinematic Models of Articulated Objects from Human Observations AI summary
Anmol Gupta, Weiwei Gu, Omkar Deepak Patil, Jun Ki Lee, Nakul Gopalan
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Reformulating AI-Based Multi-Object Relative State Estimation for Aleatoric Uncertainty-Based Outlier Rejection of Partial Measurements AI summary
Thomas Jantos, Giulio Delama, Stephan Weiss, Jan Steinbrener
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From Dream to Action: Hierarchical Policy Learning with 3D World Imagination for Robotic Manipulation AI summary
Wenshuo Wang, Ruiteng Zhao, Tat Joo Teo, Marcelo H Ang Jr, Haiyue Zhu
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NavDP: Learning Sim-To-Real Navigation Diffusion Policy with Privileged Information Guidance AI summary
Wenzhe Cai, Jiaqi Peng, Yuqiang Yang, Yujian Zhang, MENG WEI, Hanqing Wang, Yilun Chen, Tai Wang, Jiangmiao Pang
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Learning to Grasp by Integrating Human Preferences and Success Feedback AI summary
Juyeol Park, Byungjin Ko, Jong-Wan Yoon, Taejoon Park, Homin Park
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Disturbance-Aware Adaptive Compensation in Hybrid Force-Position Locomotion Policy for Legged Robots AI summary
Yang Zhang, Zhanxiang Cao, Buqing Nie, Yangqing Fu, Haoyang Li, Zheng Zhang, Yizhi Chen, Xiaokang Yang, Yue Gao
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RGS: Reflection-Aware Gaussian Splatting Via Learning Geometry Continuity for Reflective Objects AI summary
Xiaobiao Du, Yida Wang, Cheng Bi, Kun Zhan, Yu Xin
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Dream to Fly: Model-Based Reinforcement Learning for Vision-Based Drone Flight AI summary
Angel Romero, Ashwin Shenai, Ismail Geles, Elie Aljalbout, Davide Scaramuzza
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EDAIL: Adversarial Imitation Learning Via Exploration-Driven Data Augmentation AI summary
Pengcheng Li, qiang fang, Xin Xu
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Beyond Scalar Rewards: Distributional Reinforcement Learning with Preordered Objectives for Safe and Reliable Autonomous Driving AI summary
Ahmed Abouelazm, Jonas Michel, Daniel Bogdoll, Philip Schörner, Johann Marius Zöllner
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TactileAloha: Learning Bimanual Manipulation with Tactile Sensing AI summary
Ningquan Gu, Kazuhiro Kosuge, Mitsuhiro Hayashibe
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Human-Interpretable Uncertainty Explanations for Point Cloud Registration AI summary
Johannes Albert Gaus, Loris Schneider, Yitian Shi, Jongseok Lee, Rania Rayyes, Rudolph Triebel
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Monocular Visual Odometry Via Diffusion-Based Joint Learning of Optical Flow and Depth AI summary
Qingyuan Hu, Wei Li, Xuebin Meng, Yu Hu
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Acoustic Drone Package Delivery Detection AI summary
François Marcoux, Francois Grondin
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ViTac-Tracing: Visual-Tactile Imitation Learning of Deformable Object Tracing AI summary
Yongqiang Zhao, Haining Luo, Yupeng Wang, Emmanouil Spyrakos-Papastavridis, Yiannis Demiris, SHAN LUO
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Flexible Locomotion Learning with Diffusion Model Predictive Control AI summary
Runhan Huang, Haldun Balim, HENG YANG, Yilun Du
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Risk-Aware Control of Tendon-Driven Continuum Robots Via CVaR-MPPI with Residual Learning for Hysteresis Compensation : A Pilot Study AI summary
Dongjun Lee, DongWook Kim
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DA-MMP: Learning Coordinated and Accurate Throwing with Dynamics-Aware Motion Manifold Primitives AI summary
Chi Chu, Huazhe Xu
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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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Scale-Invariant and View-Relational Representation Learning for Full Surround Monocular Depth AI summary
Kyumin Hwang, Wonhyeok Choi, Kiljoon Han, Wonjoon Choi, Minwoo Choi, YONGCHEON NA, Minwoo Park, Sunghoon Im
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ManipForce: Force-Guided Policy Learning with Frequency-Aware Representation for Contact-Rich Manipulation AI summary
Geonhyup Lee, Youngjin Lee, Kangmin Kim, Seongju Lee, Sangjun Noh, Seunghyeok Back, Kyoobin Lee
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Background Fades, Foreground Leads: Curriculum-Guided Background Pruning for Efficient Foreground-Centric Collaborative Perception AI summary
Yuheng Wu, Xiangbo Gao, Quang Tau, Zhengzhong Tu, Dongman Lee
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Sample-Efficient Learning with Online Expert Correction for Autonomous Catheter Steering in Endovascular Bifurcation Navigation AI summary
Hao Wang, Tianliang Yao, Bo LU, Zhiqiang Pei, dong liu, Lei Ma, Peng Qi
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Hydrodynamics Regularization in Reinforcement Learning for Navigating Crowded Scenarios AI summary
Lai Pingrui, Pan Renjie, Yu Jiaqi, Yang Hua
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ActiveVLN: Towards Active Exploration Via Multi-Turn RL in Vision-And-Language Navigation AI summary
Zekai Zhang, Weiye Zhu, Hewei Pan, Xiangchen Wang, Rongtao Xu, XING Sun, Feng Zheng
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Scalable Multi-Objective Robot Reinforcement Learning through Gradient Conflict Resolution AI summary
Humphrey James Lee Munn, Brendan Tidd, Peter Bohm, Marcus Gallagher, David Howard
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Perception of Social Robots as Communication Partners in Healthcare for Older Adults AI summary
Hana Yamamoto, Carlotta Julia Mayer, Charlotte Raithel, Theresa Buchner, Christian Werner, Yasuhisa Hirata, Monika Eckstein, Katja Mombaur
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