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ICRA 2026

2898 papers · 2898 AI summaries · 2026

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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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Semantic-Augmented 3D Gaussian Splatting for Visual Localization in Complex Indoor Environments AI summary
Ba Tuan Hoang Chu, Gon-Woo Kim
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Hi-Drive: Hierarchical POMDP Planning for Safe Autonomous Driving in Diverse Urban Environments AI summary
Xuanjin Jin, Chendong Zeng, Shengfa Zhu, Chunxiao Liu, Panpan Cai
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Beyond Domain Randomization: Event-Inspired Perception for Visually Robust Adversarial Imitation from Videos AI summary
Andrea Ramazzina, Vittorio Giammarino, Matteo El Hariry, Mario Bijelic
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HBRB-BoW: A Retrained Bag-Of-Words Vocabulary for ORB-SLAM Via Hierarchical BRB-KMeans AI summary
Minjae Lee, Sang-Min Choi, Gun-Woo Kim, Suwon Lee
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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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Task Robustness Via Re-Labelling Vision-Action Robot Data AI summary
Artur Kuramshin, Ozgur Aslan, Cyrus Neary, Glen Berseth
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Enhancing Exploration with Diffusion Policies in Hybrid Off-Policy RL: Application to Non-Prehensile Manipulation AI summary
Huy Le, Tai Hoang, Miroslav Gabriel, Gerhard Neumann, Ngo Anh Vien
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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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Learning Constraint-Aware Dynamical Systems from Human Demonstrations for Constrained Manipulation Tasks AI summary
Soyoun Sung, Keehoon Kim
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Offline Reinforced Finetuning for Chunk-Based VLA Via Real-World RL Policy Distillation with Vision-Guided Copilot AI summary
human efforts.
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Vision-Based Policy Learning for High-Speed Autonomous Racing AI summary
Haoran Xu, Xianwei Chen, Yilin Lang, Qinyuan Ren
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Beyond Waypoints: Semantic-Centric Autonomy with Unreliable Maps through Learned Abstractions AI summary
Akila Saravanan, Songyuan Zhang, Travis Manderson, Nicholas Roy, Chuchu Fan
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Ventura: Adapting Image Diffusion Models for Unified Task Conditioned Navigation AI summary
Arthur Zhang, Xiangyun Meng, Luca Callari, Dong Ki Kim, Shayegan Omidshafiei, Joydeep Biswas, Ali-akbar Agha-mohammadi, Amirreza Shaban
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AINav: Large Language Model-Based Adaptive Interactive Navigation AI summary
Kangjie Zhou, Yao Mu, Haoyang Song, Yi Zeng, Pengying Wu, Han Gao, Chang Liu
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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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SafeNet: A Neural-Symbolic Network for Safe Planning in Robotic Systems Using Formal Method-Guided LLM Fine-Tuning AI summary
Zifan Wang, Jialiang Fan, Rui Zuo, Qinru Qiu, Fanxin Kong
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An Infrastructure-Less, Control-Independent Solution to Relative Localisation of a Team of Mobile Robots Using Ranging Measurements AI summary
Paolo Golinelli, Tommaso Faraci, Daniele Fontanelli
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Disturbance-Adaptive Differentiable MPC for Underwater Structure Inspection Using Underwater Robot AI summary
Minjong Kim, Bonchul Ku, Dongsub Kim, Young-woon Song, WOOJIN SEOL, You hyun Jang, Son-Cheol Yu
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Balancing Deployment Costs in Multi-Robot Task Assignment AI summary
Nils Wilde, Javier Alonso-Mora
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SCOOP'D: Learning Mixed-Liquid-Solid Scooping via Sim2Real Generative Policy AI summary
Kuanning Wang, Yongchong Gu, Yuqian Fu, Zeyu Shangguan, Sicheng He, Xiangyang Xue, Yanwei Fu, Daniel Seita
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Volumetric Ergodic Control AI summary
Jueun Kwon, Max Muchen Sun, Todd Murphey
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The Better You Learn, the Smarter You Prune: Towards Efficient Vision-Language-Action Models Via Differentiable Token Pruning AI summary
Titong Jiang, Xuefeng Jiang, Yuan Ma, Xin Wen, Bailin Li, Kun Zhan, Peng Jia, Yahui Liu, Sheng Sun, Xianpeng Lang
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Point Cloud Segmentation for Autonomous Clip Positioning in Laparoscopic Cholecystectomy on a Phantom AI summary
Balazs Gyenes, Nikolai Franke, Paul Maria Scheikl, Pit Henrich, Rayan Younis, Gerhard Neumann, Martin Wagner, Franziska Mathis-Ullrich
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GLaMP: A Grounded Language Model-Based Multi-Agent System for Long-Horizon Robotic Task Planning in Industrial Settings AI summary
HONGPENG CHEN, David Navarro-Alarcon, PAI ZHENG
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A Soft Oscillator with On-The-Fly Tunable Dynamics for Adaptive Robotics AI summary
Shaoxiang Wang, Tianqi Yue, Hanwen Ge, Hemma Philamore, Andrew Conn
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Minimal Intervention Shared Control with Guaranteed Safety under Non-Convex Constraints AI summary
Shivam Chaubey, Francesco Verdoja, Shankar Deka, Ville Kyrki
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Self-Supervised Point Cloud Single Object Tracking AI summary
Yuheng Liu, Le Hui, Ziyue Zhu, Shaohui Mei, Yigong Zhang, Jin Xie, Jian Yang
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The Curse of Precision: A Data Scaling Law for High-Precision Robotic Manipulation AI summary
Cuijie Xu, Yuanfan Xu, Min Xue, Jianjie Lin, Xudong Zhang, Jian Wang, Yu Wang, Jincheng Yu
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V-MORALS: Visual Morse Graph-Aided Estimation of Regions of Attraction in a Learned Latent Space AI summary
Faiz Aladin, Ashwin Balasubramanian, Lars Lindemann, Daniel Seita
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Fast Iterative Region Inflation for Computing Large 2-D/3-D Convex Regions of Obstacle-Free Space AI summary
Qianhao Wang, Zhepei Wang, Mingyang Wang, Jialin Ji, Zhichao Han, Tianyue Wu, Rui Jin, Yuman Gao, Chao Xu, Fei Gao
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GaussianCaR: Gaussian Splatting for Efficient Camera-Radar Fusion AI summary
Santiago Montiel-Marín, Miguel Antunes-García, Fabio Sánchez-García, Angel Llamazares, Holger Caesar, Luis M. Bergasa
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Multi-State Consistency Visual Language Model Combine Wavelet Transform for Weakly Supervised Robot Visual Segmentation AI summary
Feng Xiao, Peihua Han, Guoyuan Li, Houxiang Zhang
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Near-Field Driven Origami-Based Bio-Inspired Jellyfish Robot AI summary
Sen Wang, Chengxiang Lu, Lepeng Chen, Yi Tang, Mansen Chen, Shuai Zhang, Jun Liu
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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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Learning to Drift with Individual Wheel Drive: Maneuvering Autonomous Vehicle at the Handling Limits AI summary
Yihan Zhou, Yiwen Lu, Bo Yang, Jiayun Li, Yilin Mo
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SIS: Seam-Informed Strategy for T-Shirt Unfolding AI summary
Xuzhao Huang, Akira Seino, Fuyuki Tokuda, Akinari Kobayashi, Dayuan Chen, Yasuhisa Hirata, Norman Tien, Kazuhiro Kosuge
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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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Language Enabled Hierarchical Scene Graphs for Precision Agriculture Autonomy AI summary
Adam Mukuddem, John Adam Speed-Andrews, Paul Amayo
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Safe Autonomous Environmental Contact for Soft Robots Using Control Barrier Functions AI summary
Akua Dickson, Juan Pacheco Garcia, Meredith Anderson, Ran Jing, Sarah Alizadeh-Shabdiz, Audrey Wang, Charles DeLorey, Zachary Patterson, Andrew Sabelhaus
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Self-Supervised Street Gaussians for Autonomous Driving AI summary
Nan Huang, Xiaobao Wei, Wenzhao Zheng, Pengju An, Ming Lu, Wei Zhan, Masayoshi Tomizuka, Kurt Keutzer, Shanghang Zhang
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One-Step Model Predictive Path Integral for Manipulator Motion Planning Using Configuration Space Distance Fields AI summary
Yulin LI, Tetsuro Miyazaki, Kenji Kawashima
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Cooperative-Competitive Team Play of Real-World Craft Robots AI summary
Rui Zhao, Xihui Li, Yizheng Zhang, Yuzhen Liu, Zhong Zhang, Yufeng Zhang, Cheng Zhou, Zhengyou Zhang, Lei Han
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Quasimetric Decision Transformers: Enhancing Goal-Conditioned Reinforcement Learning with Structured Distance Guidance AI summary
MADHAV GOYANI, Heidar Davoudi, Mehran Ebrahimi
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MachaGrasp: Morphology-Aware Cross-Embodiment Dexterous Hand Articulation Generation for Grasping AI summary
Heng Zhang, Kevin Yuchen Ma, Zheng SHOU, Weisi Lin, Yan Wu
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AdaThinkDrive: Adaptive Thinking Via Reinforcement Learning for Autonomous Driving AI summary
yuechen luo, Fang LI, Shaoqing Xu, Zhiyi Lai, Lei Yang, Qimao Chen, Ziang Luo, Zixun Xie, Shengyin Jiang, Jiaxin Liu, Long Chen, Bing Wang, Zhi-Xin Yang
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AutoFocus-IL: VLM-Based Saliency Maps for Data-Efficient Visual Imitation Learning without Extra Human Annotations AI summary
Litian Gong, Fatemeh Bahrani, Yutai Zhou, Amin Banayeeanzade, Jiachen Li, Erdem Bıyık
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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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Disaster-Aware Informative Path Planning in Emergency Response Scenarios AI summary
Xinya Cheng, Na Liu
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OVITA: Open-Vocabulary Interpretable Trajectory Adaptations AI summary
Anurag Maurya, TASHMOY GHOSH, Anh Nguyen, Ravi Prakash
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