Deep Reinforcement Learning meets Graph Neural Networks: exploring a
routing optimization use case

Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case

16 October 2019

J. Suárez-Varela

Krzysztof Rusek

Pere Barlet-Ros

A. Cabellos-Aparicio

Papers citing "Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case"

11 / 11 papers shown

Title
Reinforcement Learning for Dynamic Resource Allocation in Optical Networks: Hype or Hope? Michael Doherty Robin Matzner Rasoul Sadeghi Polina Bayvel Alejandra Beghelli 62 0 0 18 Feb 2025
Symmetries-enhanced Multi-Agent Reinforcement Learning N. Bousias Stefanos Pertigkiozoglou Kostas Daniilidis George Pappas AI4CE 71 0 0 02 Jan 2025
Reinforcement Learning Discovers Efficient Decentralized Graph Path Search Strategies Alexei Pisacane Victor-Alexandru Darvariu Mirco Musolesi 15 0 0 12 Sep 2024
From Images to Connections: Can DQN with GNNs learn the Strategic Game of Hex? Yannik Keller Jannis Blüml Gopika Sudhakaran Kristian Kersting GNN 11 0 0 22 Nov 2023
LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry Lixia Wu Haomin Wen Haoyuan Hu Xiaowei Mao Yutong Xia ... Y. Liang Liuqing Yang Roger Zimmermann Youfang Lin Huaiyu Wan 37 8 0 19 Jun 2023
Multi-Robot Planning on Dynamic Topological Graphs using Mixed-Integer Programming Cora A. Dimmig Kevin C. Wolfe Joseph L. Moore 18 7 0 21 Mar 2023
Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook Eren Kurshan Hongda Shen GNN 17 32 0 02 Mar 2021
Financial Crime & Fraud Detection Using Graph Computing: Application Considerations & Outlook Eren Kurshan Honda Shen Haojie Yu GNN FaML 28 24 0 02 Mar 2021
Relational Deep Reinforcement Learning for Routing in Wireless Networks Victoria Manfredi Alicia P. Wolfe Bing Wang X. Zhang 8 7 0 31 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 23 113 0 16 Dec 2020
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 255 1,394 0 01 Dec 2016