标签： codes Knowledge Neural Graph Reinforcement graph Learning Papers GRL
GRL相关论文以及代码
（转载自IEEE Reinforcement Learning on Graphs: A Survey）
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
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
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
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
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
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
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
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,
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From： https://blog.csdn.net/awaitxm/article/details/140606665
