Challenges and Opportunities in Deep Reinforcement Learning with Graph
Neural Networks: A Comprehensive review of Algorithms and Applications

Challenges and Opportunities in Deep Reinforcement Learning with Graph Neural Networks: A Comprehensive review of Algorithms and Applications

16 June 2022

M. Halappanavar

Balasubramaniam Natarajan

Papers citing "Challenges and Opportunities in Deep Reinforcement Learning with Graph Neural Networks: A Comprehensive review of Algorithms and Applications"

11 / 11 papers shown

Title
Enhancing Trust Management System for Connected Autonomous Vehicles Using Machine Learning Methods: A Survey Qian Xu Lei Zhang Y. Liu 29 0 0 10 May 2025
A Graph-Based Reinforcement Learning Approach with Frontier Potential Based Reward for Safe Cluttered Environment Exploration Gabriele Calzolari Vidya Sumathy Christoforos Kanellakis G. Nikolakopoulos 118 0 0 16 Apr 2025
Graph Neural Networks and Reinforcement Learning for Proactive Application Image Placement Antonios Makris Theodoros Theodoropoulos E. Psomakelis Emanuele Carlini Matteo Mordacchini Patrizio Dazzi Konstantinos Tserpes GNN 23 0 0 23 Apr 2024
Physics-Informed Multi-Agent Reinforcement Learning for Distributed Multi-Robot Problems Eduardo Sebastián T. Duong Nikolay A. Atanasov Eduardo Montijano C. Sagüés 20 2 0 30 Dec 2023
Proximal Policy Optimization with Graph Neural Networks for Optimal Power Flow Ángela López-Cardona Guillermo Bernárdez Pere Barlet-Ros A. Cabellos-Aparicio 31 4 0 23 Dec 2022
De novo design of protein target specific scaffold-based Inhibitors via Reinforcement Learning Andrew D. McNaughton Mridula Bontha C. Knutson Jenna A. Pope Neeraj Kumar AI4CE 31 4 0 21 May 2022
A Survey on Knowledge Graphs: Representation, Acquisition and Applications Shaoxiong Ji Shirui Pan Erik Cambria Pekka Marttinen Philip S. Yu 177 1,939 0 02 Feb 2020
Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case Paul Almasan J. Suárez-Varela Krzysztof Rusek Pere Barlet-Ros A. Cabellos-Aparicio GNN AI4CE 48 183 0 16 Oct 2019
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Xia Hu GNN 56 178 0 07 Sep 2019
Motion Planning Among Dynamic, Decision-Making Agents with Deep Reinforcement Learning Michael Everett Yu Fan Chen Jonathan P. How 133 509 0 04 May 2018
Convolutional Neural Network Architectures for Signals Supported on Graphs Fernando Gama A. Marques G. Leus Alejandro Ribeiro 129 285 0 01 May 2018