Autonomous Spot: Long-Range Autonomous Exploration of Extreme Environments with Legged Locomotion
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Abstract (arXiv)
This paper serves as one of the first efforts to enable large-scale and long-duration autonomy using the Boston Dynamics Spot robot. Motivated by exploring extreme environments, particularly those involved in the DARPA Subterranean Challenge, this paper pushes the boundaries of the state-of-practice in enabling legged robotic systems to accomplish real-world complex missions in relevant scenarios. In particular, we discuss the behaviors and capabilities which emerge from the integration of the autonomy architecture NeBula (Networked Belief-aware Perceptual Autonomy) with next-generation mobility systems. We will discuss the hardware and software challenges, and solutions in mobility, perception, autonomy, and very briefly, wireless networking, as well as lessons learned and future directions. We demonstrate the performance of the proposed solutions on physical systems in real-world scenarios.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Oct 2020.
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Citing papers per year: 2021: 5; 2022: 3; 2023: 1; 2024: 3; 2025: 5; 2026: 1.
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- 2021Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learningcited by 395
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AIcited by 175
- 2021NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challengecited by 32
- 2021STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigationcited by 27
- 2024RoadRunner -- Learning Traversability Estimation for Autonomous Off-road Drivingcited by 23
- 2023Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement Learningcited by 12
- 2021DARE-SLAM: Degeneracy-Aware and Resilient Loop Closing in Perceptually-Degraded Environmentscited by 9
- 2021Autonomous Off-road Navigation over Extreme Terrains with Perceptually-challenging Conditionscited by 4
- 2024SayComply: Grounding Field Robotic Tasks in Operational Compliance through Retrieval-Based Language Modelscited by 3
- 2025Risk-Guided Diffusion: Toward Deploying Robot Foundation Models in Space, Where Failure Is Not An Optioncited by 3
- 2022Early Recall, Late Precision: Multi-Robot Semantic Object Mapping under Operational Constraints in Perceptually-Degraded Environmentscited by 1
- 2022Risk-aware Meta-level Decision Making for Exploration Under Uncertaintycited by 1
6 more
- 2025Robust Localization, Mapping, and Navigation for Quadruped Robotscited by 1
- 2025Learning to Recover: Dynamic Reward Shaping with Wheel-Leg Coordination for Fallen Robotscited by 1
- 2025Pixels-to-Graph: Real-time Integration of Building Information Models and Scene Graphs for Semantic-Geometric Human-Robot Understandingcited by 1
- 2025How Robot Dogs See the Unseeable: Improving Visual Interpretability via Peering for Exploratory Robotscited by 1
- 2022Learning Disturbances Online for Risk-Aware Control: Risk-Aware Flight with Less Than One Minute of Datacited by 0
- 2026Vernata: Self-Supervised Learning of LiDAR Point Representationscited by 0
- 2026Vernata: Self-Supervised Learning of LiDAR Point Representations7 Aug 2026
- 2025How Robot Dogs See the Unseeable: Improving Visual Interpretability via Peering for Exploratory Robots20 Nov 2025
- 2025Pixels-to-Graph: Real-time Integration of Building Information Models and Scene Graphs for Semantic-Geometric Human-Robot Understanding27 Jun 2025
- 2025Risk-Guided Diffusion: Toward Deploying Robot Foundation Models in Space, Where Failure Is Not An Option21 Jun 2025
- 2025Learning to Recover: Dynamic Reward Shaping with Wheel-Leg Coordination for Fallen Robots5 Jun 2025
- 2025Robust Localization, Mapping, and Navigation for Quadruped Robots4 May 2025
- 2024SayComply: Grounding Field Robotic Tasks in Operational Compliance through Retrieval-Based Language Models18 Nov 2024
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI9 Jul 2024
- 2024RoadRunner -- Learning Traversability Estimation for Autonomous Off-road Driving29 Feb 2024
- 2023Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement Learning25 Sep 2023
- 2022Learning Disturbances Online for Risk-Aware Control: Risk-Aware Flight with Less Than One Minute of Data12 Dec 2022
- 2022Risk-aware Meta-level Decision Making for Exploration Under Uncertainty12 Sep 2022
6 more
- 2022Early Recall, Late Precision: Multi-Robot Semantic Object Mapping under Operational Constraints in Perceptually-Degraded Environments21 Jun 2022
- 2021Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learning24 Sep 2021
- 2021NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challenge21 Mar 2021
- 2021STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigation4 Mar 2021
- 2021DARE-SLAM: Degeneracy-Aware and Resilient Loop Closing in Perceptually-Degraded Environments9 Feb 2021
- 2021Autonomous Off-road Navigation over Extreme Terrains with Perceptually-challenging Conditions26 Jan 2021
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AIcited by 175
- 2021NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challengecited by 32
- 2021STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigationcited by 27
- 2023Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement Learningcited by 12
- 2021DARE-SLAM: Degeneracy-Aware and Resilient Loop Closing in Perceptually-Degraded Environmentscited by 9
- 2021Autonomous Off-road Navigation over Extreme Terrains with Perceptually-challenging Conditionscited by 4
- 2022Early Recall, Late Precision: Multi-Robot Semantic Object Mapping under Operational Constraints in Perceptually-Degraded Environmentscited by 1
- 2022Risk-aware Meta-level Decision Making for Exploration Under Uncertaintycited by 1
- 2025Robust Localization, Mapping, and Navigation for Quadruped Robotscited by 1
- 2025Learning to Recover: Dynamic Reward Shaping with Wheel-Leg Coordination for Fallen Robotscited by 1
- 2025Pixels-to-Graph: Real-time Integration of Building Information Models and Scene Graphs for Semantic-Geometric Human-Robot Understandingcited by 1
- 2025How Robot Dogs See the Unseeable: Improving Visual Interpretability via Peering for Exploratory Robotscited by 1
12 most cited of 14 All 14 (JSON)
- 2026Vernata: Self-Supervised Learning of LiDAR Point Representations7 Aug 2026
- 2025How Robot Dogs See the Unseeable: Improving Visual Interpretability via Peering for Exploratory Robots20 Nov 2025
- 2025Pixels-to-Graph: Real-time Integration of Building Information Models and Scene Graphs for Semantic-Geometric Human-Robot Understanding27 Jun 2025
- 2025Learning to Recover: Dynamic Reward Shaping with Wheel-Leg Coordination for Fallen Robots5 Jun 2025
- 2025Robust Localization, Mapping, and Navigation for Quadruped Robots4 May 2025
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI9 Jul 2024
- 2023Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement Learning25 Sep 2023
- 2022Learning Disturbances Online for Risk-Aware Control: Risk-Aware Flight with Less Than One Minute of Data12 Dec 2022
- 2022Risk-aware Meta-level Decision Making for Exploration Under Uncertainty12 Sep 2022
- 2022Early Recall, Late Precision: Multi-Robot Semantic Object Mapping under Operational Constraints in Perceptually-Degraded Environments21 Jun 2022
- 2021NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challenge21 Mar 2021
- 2021STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigation4 Mar 2021
12 newest of 14 All 14 (JSON)