GRL相关论文以及代码
(转载自IEEE Reinforcement Learning on Graphs: A Survey)
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} }