Learning Locomotion Skills in Evolvable Robots
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Abstract (arXiv)
The challenge of robotic reproduction -- making of new robots by recombining two existing ones -- has been recently cracked and physically evolving robot systems have come within reach. Here we address the next big hurdle: producing an adequate brain for a newborn robot. In particular, we address the task of targeted locomotion which is arguably a fundamental skill in any practical implementation. We introduce a controller architecture and a generic learning method to allow a modular robot with an arbitrary shape to learn to walk towards a target and follow this target if it moves. Our approach is validated on three robots, a spider, a gecko, and their offspring, in three real-world scenarios.
Key facts. Cited by 17 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: 1; 2022: 3; 2023: 5; 2024: 6; 2025: 1; 2026: 1.
17 papers.
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- 2022Co-Imitation: Learning Design and Behaviour by Imitationcited by 3
- 2022Intelligent Perception System for Vehicle-Road Cooperationcited by 2
- 2023Deep learning for 3D Object Detection and Tracking in Autonomous Driving: A Brief Surveycited by 1
- 2024Automatic parking planning control method based on improved A* algorithmcited by 1
- 2021Quality and Computation Time in Optimization Problemscited by 0
- 2022Vehicle-road Cooperative Simulation and 3D Visualization Systemcited by 0
- 2023Development of Real-time Rendering Technology for High-Precision Models in Autonomous Drivingcited by 0
- 2023Real-time pedestrian recognition on low computational resourcescited by 0
- 2023Open-endedness induced through a predator-prey scenario using modular robotscited by 0
- 2023Exploring Robot Morphology Spaces through Breadth-First Search and Random Querycited by 0
- 2024Automated Parking Planning with Vision-Based BEV Approachcited by 0
- 2024Acceleration method for generating perception failure scenarios based on editing Markov processcited by 0
5 more
- 2024Deep Reinforcement Learning for Adverse Garage Scenario Generationcited by 0
- 2024Research on Reliable and Safe Occupancy Grid Prediction in Underground Parking Lotscited by 0
- 2024Development of Occupancy Prediction Algorithm for Underground Parking Lotscited by 0
- 2025Manboformer: Learning Gaussian Representations via Spatial-temporal Attention Mechanismcited by 0
- 2026Benefits of Low-Cost Bio-Inspiration in the Age of Overparametrizationcited by 0
- 2026Benefits of Low-Cost Bio-Inspiration in the Age of Overparametrization22 Apr 2026
- 2025Manboformer: Learning Gaussian Representations via Spatial-temporal Attention Mechanism6 Mar 2025
- 2024Development of Occupancy Prediction Algorithm for Underground Parking Lots2 Sep 2024
- 2024Research on Reliable and Safe Occupancy Grid Prediction in Underground Parking Lots2 Jul 2024
- 2024Deep Reinforcement Learning for Adverse Garage Scenario Generation1 Jul 2024
- 2024Acceleration method for generating perception failure scenarios based on editing Markov process1 Jul 2024
- 2024Automated Parking Planning with Vision-Based BEV Approach24 May 2024
- 2024Automatic parking planning control method based on improved A* algorithm24 May 2024
- 2023Deep learning for 3D Object Detection and Tracking in Autonomous Driving: A Brief Survey10 Nov 2023
- 2023Exploring Robot Morphology Spaces through Breadth-First Search and Random Query25 Sep 2023
- 2023Open-endedness induced through a predator-prey scenario using modular robots20 Sep 2023
- 2023Real-time pedestrian recognition on low computational resources4 Sep 2023
5 more
- 2023Development of Real-time Rendering Technology for High-Precision Models in Autonomous Driving1 Feb 2023
- 2022Co-Imitation: Learning Design and Behaviour by Imitation2 Sep 2022
- 2022Intelligent Perception System for Vehicle-Road Cooperation30 Aug 2022
- 2022Vehicle-road Cooperative Simulation and 3D Visualization System14 Jul 2022
- 2021Quality and Computation Time in Optimization Problems20 Nov 2021
- 2022Co-Imitation: Learning Design and Behaviour by Imitationcited by 3
- 2022Intelligent Perception System for Vehicle-Road Cooperationcited by 2
- 2023Deep learning for 3D Object Detection and Tracking in Autonomous Driving: A Brief Surveycited by 1
- 2024Automatic parking planning control method based on improved A* algorithmcited by 1
- 2021Quality and Computation Time in Optimization Problemscited by 0
- 2022Vehicle-road Cooperative Simulation and 3D Visualization Systemcited by 0
- 2023Development of Real-time Rendering Technology for High-Precision Models in Autonomous Drivingcited by 0
- 2023Real-time pedestrian recognition on low computational resourcescited by 0
- 2023Open-endedness induced through a predator-prey scenario using modular robotscited by 0
- 2023Exploring Robot Morphology Spaces through Breadth-First Search and Random Querycited by 0
- 2024Automated Parking Planning with Vision-Based BEV Approachcited by 0
- 2024Acceleration method for generating perception failure scenarios based on editing Markov processcited by 0
12 most cited of 17 All 17 (JSON)
- 2026Benefits of Low-Cost Bio-Inspiration in the Age of Overparametrization22 Apr 2026
- 2025Manboformer: Learning Gaussian Representations via Spatial-temporal Attention Mechanism6 Mar 2025
- 2024Development of Occupancy Prediction Algorithm for Underground Parking Lots2 Sep 2024
- 2024Research on Reliable and Safe Occupancy Grid Prediction in Underground Parking Lots2 Jul 2024
- 2024Deep Reinforcement Learning for Adverse Garage Scenario Generation1 Jul 2024
- 2024Acceleration method for generating perception failure scenarios based on editing Markov process1 Jul 2024
- 2024Automated Parking Planning with Vision-Based BEV Approach24 May 2024
- 2024Automatic parking planning control method based on improved A* algorithm24 May 2024
- 2023Deep learning for 3D Object Detection and Tracking in Autonomous Driving: A Brief Survey10 Nov 2023
- 2023Exploring Robot Morphology Spaces through Breadth-First Search and Random Query25 Sep 2023
- 2023Open-endedness induced through a predator-prey scenario using modular robots20 Sep 2023
- 2023Real-time pedestrian recognition on low computational resources4 Sep 2023
12 newest of 17 All 17 (JSON)