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Graph Neural Networks for Motion Planning
v1v2 (latest)

Graph Neural Networks for Motion Planning

11 June 2020
Arbaaz Khan
Alejandro Ribeiro
Vijay Kumar
Anthony G. Francis
ArXiv (abs)PDFHTML

Papers citing "Graph Neural Networks for Motion Planning"

20 / 20 papers shown
A Design Co-Pilot for Task-Tailored Manipulators
A Design Co-Pilot for Task-Tailored Manipulators
Jonathan Külz
Sehoon Ha
Matthias Althoff
254
1
0
16 Sep 2025
Keypoint-based Diffusion for Robotic Motion Planning on the NICOL Robot
Keypoint-based Diffusion for Robotic Motion Planning on the NICOL RobotInternational Conference on Artificial Neural Networks (ICANN), 2025
Lennart Clasmeier
Jan-Gerrit Habekost
Connor Gäde
Philipp Allgeuer
S. Wermter
DiffM
287
0
0
04 Sep 2025
Towards Learning Scalable Agile Dynamic Motion Planning for Robosoccer Teams with Policy Optimization
Towards Learning Scalable Agile Dynamic Motion Planning for Robosoccer Teams with Policy Optimization
Brandon Ho
Batuhan Altundas
Matthew C. Gombolay
383
1
0
08 Feb 2025
SIL-RRT*: Learning Sampling Distribution through Self Imitation Learning
SIL-RRT*: Learning Sampling Distribution through Self Imitation Learning
Xuzhe Dang
Stefan Edelkamp
365
0
0
26 Nov 2024
Neural Randomized Planning for Whole Body Robot Motion
Neural Randomized Planning for Whole Body Robot Motion
Yunfan Lu
Yuchen Ma
David Hsu
Caicai Pan
234
3
0
18 May 2024
KG-Planner: Knowledge-Informed Graph Neural Planning for Collaborative
  Manipulators
KG-Planner: Knowledge-Informed Graph Neural Planning for Collaborative ManipulatorsIEEE Transactions on Automation Science and Engineering (T-ASE), 2024
Wansong Liu
Kareem A. Eltouny
Sibo Tian
Xiao Liang
Minghui Zheng
374
12
0
13 May 2024
Liquid-Graph Time-Constant Network for Multi-Agent Systems Control
Liquid-Graph Time-Constant Network for Multi-Agent Systems Control
Antonio Marino
C. Pacchierotti
P. Giordano
264
4
0
22 Apr 2024
A Review of Prospects and Opportunities in Disassembly with Human-Robot
  Collaboration
A Review of Prospects and Opportunities in Disassembly with Human-Robot Collaboration
Meng-Lun Lee
Xiao Liang
Boyi Hu
Gulcan Onel
Sara Behdad
Minghui Zheng
267
53
0
20 Oct 2023
Graph learning in robotics: a survey
Graph learning in robotics: a surveyIEEE Access (IEEE Access), 2023
Francesca Pistilli
Giuseppe Averta
AI4CEGNN
253
18
0
06 Oct 2023
Graph Neural Network Based Method for Path Planning Problem
Graph Neural Network Based Method for Path Planning Problem
Xing-xing Diao
Wenzheng Chi
Jiankun Wang
310
2
0
26 Sep 2023
Input State Stability of Gated Graph Neural Networks
Input State Stability of Gated Graph Neural NetworksIEEE Transactions on Control of Network Systems (IEEE TCNS), 2023
Antonio Marino
C. Pacchierotti
P. Giordano
356
5
0
30 May 2023
Learning Control Admissibility Models with Graph Neural Networks for
  Multi-Agent Navigation
Learning Control Admissibility Models with Graph Neural Networks for Multi-Agent NavigationConference on Robot Learning (CoRL), 2022
Chenning Yu
Hong-Den Yu
Sicun Gao
238
25
0
17 Oct 2022
Reducing Collision Checking for Sampling-Based Motion Planning Using
  Graph Neural Networks
Reducing Collision Checking for Sampling-Based Motion Planning Using Graph Neural NetworksNeural Information Processing Systems (NeurIPS), 2022
Chen-Ping Yu
Sicun Gao
323
62
0
17 Oct 2022
Learning-based Motion Planning in Dynamic Environments Using GNNs and
  Temporal Encoding
Learning-based Motion Planning in Dynamic Environments Using GNNs and Temporal EncodingNeural Information Processing Systems (NeurIPS), 2022
Ruipeng Zhang
Chenning Yu
Jingkai Chen
Chuchu Fan
Sicun Gao
AI4CE
234
25
0
16 Oct 2022
Generative Graphical Inverse Kinematics
Generative Graphical Inverse KinematicsIEEE Transactions on robotics (TRO), 2022
Oliver Limoyo
Filip Marić
Matthew Giamou
Petra Alexson
Ivan Petrović
Jonathan Kelly
639
9
0
19 Sep 2022
Robot Motion Planning as Video Prediction: A Spatio-Temporal Neural
  Network-based Motion Planner
Robot Motion Planning as Video Prediction: A Spatio-Temporal Neural Network-based Motion PlannerIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
Xiao Zang
Miao Yin
Lingyi Huang
Jingjin Yu
S. Zonouz
Bo Yuan
3DV
185
18
0
24 Aug 2022
Neural-Guided RuntimePrediction of Planners for Improved Motion and Task
  Planning with Graph Neural Networks
Neural-Guided RuntimePrediction of Planners for Improved Motion and Task Planning with Graph Neural NetworksIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
S. Odense
Kamal Gupta
W. Macready
233
3
0
29 Jul 2022
Multi-Robot Collaborative Perception with Graph Neural Networks
Multi-Robot Collaborative Perception with Graph Neural NetworksIEEE Robotics and Automation Letters (RA-L), 2022
Yang Zhou
Jiuhong Xiao
Yuee Zhou
Giuseppe Loianno
340
97
0
05 Jan 2022
Differentiable Spatial Planning using Transformers
Differentiable Spatial Planning using Transformers
Devendra Singh Chaplot
Deepak Pathak
Jitendra Malik
539
45
0
02 Dec 2021
Guided Incremental Local Densification for Accelerated Sampling-based
  Motion Planning
Guided Incremental Local Densification for Accelerated Sampling-based Motion PlanningIEEE International Conference on Robotics and Automation (ICRA), 2021
Aditya Mandalika
Rosario Scalise
Brian Hou
Sanjiban Choudhury
S. Srinivasa
241
15
0
11 Apr 2021
1
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