Graph Reinforcement Learning Papers

A curated list of graph reinforcement learning papers.

GNN Papers

Enhance GNN by RL

2021

Year	Title	Venue	Paper	Code
2021	SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism	WWW 2021	Link	Link
2021	Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks	TOIS 2021	Link	Link
2021	ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network	ICDM 2021	Link	Link
2021	Dynamic graph convolutional network for long-term traffic flow prediction with reinforcement learning	Information Sciences 2021	Link	-
2021	How to Stop Epidemics: Controlling Graph Dynamics with Reinforcement Learning and Graph Neural Networks	ICML 2021	Link	-
2021	On Explainability of Graph Neural Networks via Subgraph Explorations	ICML 2021	Link	Link

2020

Year	Title	Venue	Paper	Code
2020	Policy-GNN: Aggregation Optimization for Graph Neural Networks	KDD 2020	Link	Link
2020	Dynamic Electronic Toll Collection via Multi-Agent Deep Reinforcement Learning with Edge-Based Graph Convolutional Networks	IJCAI 2020	Link	-
2020	Adversarial Attacks on Graph Neural Networks via Node Injections: A Hierarchical Reinforcement Learning Approach	WWW 2020	Link	-
2020	Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters	CIKM 2020	Link	Link
2020	Reinforcement Learning Enhanced Heterogeneous Graph Neural Network	arXiv	Link	Link

2019

Year	Title	Venue	Paper	Code
2019	Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case	CIKM 2019	Link	Link
2019	Representation Learning on Graphs: A Reinforcement Learning Application	AISTATS 2019	Link	Link
2019	Order-free Medicine Combination Prediction with Graph Convolutional Reinforcement Learning	arXiv	Link	Link
2019	GraphNAS: Graph Neural Architecture Search with Reinforcement Learning	arXiv	Link	Link
2019	Auto-GNN: Neural Architecture Search of Graph Neural Networks	arXiv	Link	-

2018

Year	Title	Venue	Paper	Code
2018	Adversarial Attack on Graph Structured Data	ICML 2018	Link	Link

Enhance RL by GNN

2020

Year	Title	Venue	Paper	Code
2020	Graph Convolutional Reinforcement Learning	ICLR 2020	Link	Link

2019

TODO

2018

TODO

Non-GNN Papers

2021

Year	Title	Venue	Paper	Code
2021	Reinforced Anchor Knowledge Graph Generation for News Recommendation Reasoning	KDD 2021	Link	Link
2021	Reasoning Like Human: Hierarchical Reinforcement Learning for Knowledge Graph Reasoning	IJCAI 2021	Link	-

2020

Year	Title	Venue	Paper	Code
2020	Learning Heuristics over Large Graphs via Deep Reinforcement Learning	NeurIPS 2020	Link	Link
2020	Graph Constrained Reinforcement Learning for Natural Language Action Spaces	ICLR 2020	Link	Link
2020	Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation	ICLR 2020	Link	Link

2019

Year	Title	Venue	Paper	Code
2019	Representation Learning on Graphs: A Reinforcement Learning Application	AISTATS 2019	Link	Link
2019	Reinforcement Knowledge Graph Reasoning for Explainable Recommendation	SIGIR 2019	Link	Link
2019	Explainable Knowledge Graph-based Recommendation via Deep Reinforcement Learning	arXiv	Link	-