Overview

Robot navigation combines sensing and localization with route planning and motion control, from indoor mobile robots and legged platforms to drones, vehicles, and medical devices. Common approaches include SLAM and geometric planners such as A* and model-predictive control, alongside reinforcement learning, imitation learning, and vision-language policies that use semantic maps, memory, or predicted futures. Methods are tested in simulation and on physical robots, with benchmarks such as Habitat HM3D and MP3D for object navigation and R2R-CE for language-guided routes. A central challenge is making long-horizon decisions that remain safe and efficient when perception is uncertain, environments change, and policies transfer from simulation to real robots.

Latest papers

CardsList

557 papers103 papers in the last four weeks, up 29% on the four weeks before. 0.6% of all new papers.

  1. DiffusionAnything: End-to-End In-context Diffusion Learning for Unified Navigation and Pre-Grasp Motion

    Mar 27, 2026Iana Zhura, Yara Mahmoud, Jeffrin Sam +4Visual Robot NavigationDiffusion-Based Planning

  2. SpatialAnt: Autonomous Zero-Shot Robot Navigation via Active Scene Reconstruction and Visual Anticipation

    Mar 27, 2026Jiwen Zhang, Xiangyu Shi, Siyuan Wang +3Robot NavigationVision-Language Navigation

  3. Can Vision Foundation Models Navigate? Zero-Shot Real-World Evaluation and Lessons Learned

    Mar 26, 2026Maeva Guerrier, Karthik Soma, Jana Pavlasek +1Visual NavigationRobot Navigation

  4. RHINO-AR: An Augmented Reality Exhibit for Teaching Mobile Robotics Concepts in Museums

    Mar 26, 2026Nils Dengler, Tim Graf, Leif Van Holland +3Augmented RealityMobile Robotics

  5. Intelligent Navigation and Obstacle-Aware Fabrication for Mobile Additive Manufacturing Systems

    Mar 26, 2026Yifei Li, Ruizhe Fu, Huihang Liu +3Additive ManufacturingRobot Navigation

  6. IntentReact: Guiding Reactive Object-Centric Navigation via Topological Intent

    Mar 26, 2026Yanmei Jiao, Anpeng Lu, Wenhan Hu +4Robot NavigationObject-Goal Navigation

  7. Integrating Deep RL and Bayesian Inference for ObjectNav in Mobile Robotics

    Mar 26, 2026João Castelo-Branco, José Santos-Victor, Alexandre BernardinoObject-Goal NavigationRobot Navigation

  8. Saranga: MilliWatt Ultrasound for Navigation in Visually Degraded Environments on Palm-Sized Aerial Robots

    Mar 25, 2026Manoj Velmurugan, Phillip Brush, Colin Balfour +2Robot NavigationRobotic Ultrasound

  9. Task-Aware Positioning for Improvisational Tasks in Mobile Construction Robots via an AI Agent with Multi-LMM Modules

    Mar 24, 2026Seongju Jang, Francis Baek, SangHyun LeeRobotic ConstructionRobot Navigation

  10. CATNAV: Cached Vision-Language Traversability for Efficient Zero-Shot Robot Navigation

    Mar 24, 2026Aditya Potnis, Francisco Affonso, Shreya Gummadi +2Robot Traversability EstimationRobot Navigation

  11. Variable-Resolution Virtual Maps for Autonomous Exploration with Unmanned Surface Vehicles (USVs)

    Mar 24, 2026Ye Li, Yewei Huang, Yongchang Xie +4Simultaneous Localization and MappingMobile Robotics

  12. Cross-Modal Reinforcement Learning for Navigation with Degraded Depth Measurements

    Mar 23, 2026Omkar Sawant, Luca Zanatta, Grzegorz Malczyk +1Robot NavigationCross-Modal Learning

  13. Reasoning Systems for Semantic Navigation in Mobile Robots

    Mar 23, 2026Jonathan Crespo, Ramón Barber, O. M. Mozos +2Robot NavigationSemantic Mapping

  14. IGV-RRT: Prior-Real-Time Observation Fusion for Active Object Search in Changing Environments

    Mar 23, 2026Wei Zhang, Ping Gong, Yujie Wang +7Robot NavigationObject-Goal Navigation

  15. Can a Robot Walk the Robotic Dog: Triple-Zero Collaborative Navigation for Heterogeneous Multi-Agent Systems

    Mar 23, 2026Yaxuan Wang, Yifan Xiang, Ke Li +5Robot NavigationMulti-Robot Systems

  16. Enhancing Vision-Based Policies with Omni-View and Cross-Modality Knowledge Distillation for Mobile Robots

    Mar 21, 2026Kai Li, Shiyu ZhaoVision-Based Robot ControlMobile Robotics

  17. Semantic Audio-Visual Navigation in Continuous Environments

    Mar 20, 2026Yichen Zeng, Hebaixu Wang, Meng Liu +4Audio-Visual NavigationMultimodal Transformer

  18. CeRLP: A Cross-embodiment Robot Local Planning Framework for Visual Navigation

    Mar 20, 2026Haoyu Xi, Mingao Tan, Xinming Zhang +5Visual Robot NavigationRobot Navigation

  19. SR-Nav: Spatial Relationships Matter for Zero-shot Object Goal Navigation

    Mar 19, 2026Leyuan Fang, Zan Mao, Zijing Wang +1Object-Goal NavigationRobot Navigation

  20. AERR-Nav: Adaptive Exploration-Recovery-Reminiscing Strategy for Zero-Shot Object Navigation

    Mar 18, 2026Jingzhi Huang, Junkai Huang, Haoyang Yang +2Robot NavigationObject-Goal Navigation

  21. AgentVLN: Towards Agentic Vision-and-Language Navigation

    Mar 18, 2026Zihao Xin, Wentong Li, Yixuan Jiang +6Vision-Language NavigationRobot Navigation

  22. Interpreting Context-Aware Human Preferences for Multi-Objective Robot Navigation

    Mar 18, 2026Tharun Sethuraman, Subham Agrawal, Nils Dengler +3Robot NavigationRobot Policy Adaptation

  23. OmniVLN: Omnidirectional 3D Perception and Token-Efficient LLM Reasoning for Visual-Language Navigation across Air and Ground Platforms

    Mar 18, 2026Zhongyuang Liu, Min He, Shaonan Yu +5Vision-Language NavigationRobot Navigation

  24. Visual SLAM with DEM Anchoring for Lunar Surface Navigation

    Mar 18, 2026Adam Dai, Guillem Casadesus Vila, Grace GaoSimultaneous Localization and MappingVisual SLAM

  25. Contingency-Aware Planning via Certified Neural Hamilton-Jacobi Reachability

    Mar 17, 2026Kasidit Muenprasitivej, Derya AksaraySafe Motion PlanningRobot Navigation

  26. FlatLands: Generative Floormap Completion From a Single Egocentric View

    Mar 16, 2026Subhransu S. Bhattacharjee, Dylan Campbell, Rahul ShomeRobot NavigationBird's-Eye-View Representation

  27. NavGSim: High-Fidelity Gaussian Splatting Simulator for Large-Scale Navigation

    Mar 16, 2026Jiahang Liu, Yuanxing Duan, Jiazhao Zhang +4Robotics SimulationRobot Navigation