GRL Papers with codes

GRL相关论文以及代码

（转载自IEEE Reinforcement Learning on Graphs: A Survey）
在这里插入图片描述

2024

Year	Venue	Model	Title	Algorithm	Paper	Code
2024	IEEE Transactions on Computational Social Systems	ToupleGDD	ToupleGDD: A Fine-Designed Solution of Influence Maximization by Deep Reinforcement Learning	DQN	Paper	Code
2024	IEEE Transactions on Computational Social Systems	G2-SNIA	Single-Node Injection Label Specificity Attack on Graph Neural Networks via Reinforcement Learning	PPO	Paper	Code
2024	IEEE Transactions on Computational Social Systems	GANI	GANI: Global Attacks on Graph Neural Networks via Imperceptible Node Injections	MDP	Paper	Code
	Information Sciences	Song el al.	Two-level adversarial attacks for graph neural networks	MDP	Paper	Code

2023

Year	Venue	Model	Title	Algorithm	Paper	Code
2023	Machine Learning and Knowledge Discovery in Databases	FITCARL	Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs Using Confidence-Augmented Reinforcement Learning	MDP	Paper	Code
2023	Information Processing & Management	DCRN	Reinforcement learning with dynamic completion for answering multi-hop questions over incomplete knowledge graph	MDP	Paper	Code
2023	Information Sciences	ARN	Incorporating anticipation embedding into reinforcement learning framework for multi-hop knowledge graph question answering	REINFORCE	Paper	Code
2023	ICML	DeepIM	Deep Graph Representation Learning and Optimization for Influence Maximization	MDP	Paper	Code
2023	CLeaR	MCD	A Meta-Reinforcement Learning Algorithm for Causal Discovery	Actor-Critic	Paper	Code
2023	MLSys	X-RLflow	X-RLflow: Graph Reinforcement Learning for Neural Network Subgraphs Transformation	PPO	Paper	Code
2023	Conference of the European Chapter of the Association for Computational Linguistics	Jiang et al.	Path Spuriousness-aware Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning	REINFORCE	Paper	Code

2022

Year	Venue	Model	Title	Algorithm	Paper	Code
2022	IEEE TKDE	RL-GraphMI	Model Inversion Attacks Against Graph Neural Networks	Q-Learning	Paper	Code
2022	arXiv	LKH	Solving the Traveling Salesperson Problem with Precedence Constraints by Deep Reinforcement Learning	MDP	Paper	Code
2022	ACM SIGIR	CGKR	Alleviating Spurious Correlations in Knowledge-aware Recommendations through Counterfactual Generator	MDP	Paper	Code
2022	arXiv	CERec	Reinforced Path Reasoning for Counterfactual Explainable Recommendation	MDP	Paper	Code
2022	techrxiv	TOFA	You Only Train Once: A highly generalizable reinforcement learning method for dynamic job shop scheduling problem	MDP	Paper	Code
2022	Neurocomputing	E-GAT	Solve routing problems with a residual edge-graph attention neural network	PPO	Paper	Code
2022	arXiv	ECORD	Learning to Solve Combinatorial Graph Partitioning Problems via Efficient Exploration	DQN	Paper	Code
2022	AAAI	CURL	Learning to Walk with Dual Agents for Knowledge Graph Reasoning	MDP	Paper	Code
2022	arXiv	GRL	Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments	DQN	Paper	Code
2022	IEEE TNNLS	LEGIT	Explaining Deep Graph Networks via Input Perturbation	MDP	Paper	Code
2022	IEEE TPAMI	DRL-DBSCAN	Reinforced, Incremental and Cross-lingual Event Detection From Social Messages	MarGNN	Paper	Code
2022	IEEE TKDE	RTGNN	Multi-view Tensor Graph Neural Networks Through Reinforced Aggregation	MDP	Paper	Code
2022	IEEE TKDE	LUCE	Lifelong Property Price Prediction: A Case Study for the Toronto Real Estate Market	MDP	Paper	Code
2022	ICLR	AGILE	Know Your Action Set: Learning Action Relations for Reinforcement Learning	PPO\DQN\CDQN	Paper	Code
2022	arXiv	GTA-RL	Solving Dynamic Graph Problems with Multi-Attention Deep Reinforcement Learning	REINFORCE	Paper	Code
2022	CIKM	Saha et al.	A Model-Centric Explainer for Graph Neural Network based Node Classification	REINFORCE	Paper	Code
2022	IEEE ITSC	Liu et al.	Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Interactive Traffic Scenarios	MDP	Paper	Code
2022	IEEE TII	DRL	Flexible job-shop scheduling via graph neural network and deep reinforcement learning	PPO	Paper	Code
2022	KBS	Zhu et al.	Step by step: A hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learning	MDP	Paper	Code

2021

Year	Venue	Model	Title	Algorithm	Paper	Code
2021	Neural Networks	Dapath	Dapath: Distance-aware knowledge graph reasoning based on deep reinforcement learning	REINFORCE	Paper	Code
2021	IEEE TNNLS	FOREST	Full-Scale Information Diffusion Prediction With Reinforced Recurrent Networks	REINFORCE	Paper	Code
2021	CP	Boffa et al.	Neural combinatorial optimization beyond the TSP: Existing architectures under-represent graph structure	MDP	Paper	Code
2021	ICML	SubgraphX	On Explainability of Graph Neural Networks via Subgraph Explorations	MCTS	Paper	Code
2021	WWW	SUGAR	SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism	Q-learning	Paper	Code
2021	IJCAI	CORL	Ordering-Based Causal Discovery with Reinforcement Learning	MDP	Paper	Code
2021	ACM TOIS	RioGNN	Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks	MDP	Paper	Code
2021	IEEE T-ITS	IG-RL	IG-RL: Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control	MDP	Paper	Code
2021	arXiv	TITer	TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting	REINFORCE	Paper	Code
2021	arXiv	SparRL	SparRL: Graph Sparsification via Deep Reinforcement Learning	MDP	Paper	Code
2021	IJCKG	PAAR	Multi-hop Knowledge Graph Reasoning Based on Hyperbolic Knowledge Graph Embedding and Reinforcement Learning	MDP	Paper	Code

2020

Year	Venue	Model	Title	Algorithm	Paper	Code
2020	Nature Machine Intelligence	FINDER	Finding key players in complex networks through deep reinforcement learning	Q-Learning	Paper	Code
2020	KDD	Policy-GNN	Policy-GNN: Aggregation Optimization for Graph Neural Networks	DQN	Paper	Code
2020	CIKM	CARE-GNN	Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters	BMAB	Paper	Code
2020	ICLR	RL-BIC	Causal Discovery with Reinforcement Learning	AC	Paper	Code
2020	ICLR	RL-based Graph2Seq	Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation	REINFORCE	Paper	Code
2020	ICLR	DGN	Graph Convolutional Reinforcement Learning	Q-learning	Paper	Code
2020	Journal of cheminformatics	DeepGraphMolGen	DeepGraphMolGen, a multi-objective, computational strategy for generating molecules with desirable properties: a graph convolution and reinforcement learning approach	PPO	Paper	Code
2020	arXiv	KG-A2C	Graph Constrained Reinforcement Learning for Natural Language Action Spaces	A2C	Paper	Code
2020	NeurIPS	GPA	Graph Policy Network for Transferable Active Learning on Graphs	MDP	Paper	Code
2020	AAAI/ACM Conference on AI	GAEA	GAEA: Graph Augmentation for Equitable Access via Reinforcement Learning	MDP	Paper	Code

2019

Year	Venue	Model	Title	Algorithm	Paper	Code
2019	CIKM	CompNet	Order-free Medicine Combination Prediction with Graph Convolutional Reinforcement Learning	DQN	Paper	Code
2019	AISTATS	GRPI	Representation Learning on Graphs: A Reinforcement Learning Application	MDP	Paper	Code
2019	arXiv	DRL+GNN	Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case	DQN	Paper	Code
2019	arXiv	Graph2Seq	Reinforcement learning based graph-to-sequence model for natural question generation	MDP	Paper	Code
2019	arXiv	GPN	Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning	REINFORCE	Paper	Code
2019	ACM SIGIR	PGPR	Reinforcement Knowledge Graph Reasoning for Explainable Recommendation	REINFORCE	Paper	Code
2019	DRL4KDD	Rel4KC	Rel4KC: A Reinforcement Learning Agent for Knowledge Graph Completion and Validation	MDP	Paper	Code
2019	arXiv	GraphNAS	GraphNAS: Graph Neural Architecture Search with Reinforcement Learning	MDP	Paper	Code

2018

Year	Venue	Model	Title	Algorithm	Paper	Code
2018	arXiv	DGN	Graph Convolutional Reinforcement Learning for Multi-Agent Cooperation	DQN	Paper	Code
2018	NeurIPS	GCPN	Graph convolutional policy network for goal-directed molecular graph generation	MDP	Paper	Code
2018	arXiv	KG-DQN	Playing Text-Adventure Games with Graph-Based Deep Reinforcement Learning	DQN	Paper	Code
2018	AAAI	ASNets	Action Schema Networks: Generalised Policies with Deep Learning	MDP	Paper	Code

2017

Year	Venue	Model	Title	Algorithm	Paper	Code
2017	NIPS	S2V-DQN	Learning Combinatorial Optimization Algorithms over Graphs	Q-learning	Paper	Code
2017	arXiv	Deeppath	Deeppath: A reinforcement learning method for knowledge graph reasoning	DQN	Paper	Code
2017	ICLR	MINERVA	Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning	REINFORCE	Paper	Code
2017	arXiv	KBGAN	KBGAN: Adversarial Learning for Knowledge Graph Embeddings	REINFORCE	Paper	Code

@article{nie2023reinforcement,
author={Nie, Mingshuo and Chen, Dongming and Wang, Dongqi},
journal={IEEE Transactions on Emerging Topics in Computational Intelligence},
title={Reinforcement Learning on Graphs: A Survey},
year={2023},
volume={7},
number={4},
pages={1065-1082},
doi={10.1109/TETCI.2022.3222545}
}