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Awesome Link Prediction

Link Prediction (LP) attempts to predict unobserved edges in a graph. It has been adopted in many applications including recommender systems, social networks, knowledge graphs, and drug discovery. We collect papers published at JMLR, TPAMI, NIPS, ICML, ICLR, WWW, WSDM, LoG, KDD, VLDB, CIKM, TKDE, AAAI, IJCAI, ECML/PKDD, AISTATS, ICDM, SIGIR, ICDE, INFOCOM, ACL, TNNLS, TKDD, ECAI, DASFAA, ICASSP, TMLR, Nature Communications, Pattern Recognition, Machine Learning, Information Processing and Management, TBD and so on.

Survey/Benchmark/Dataset

Year Title Venue Code
2025 Towards Understanding Link Predictor Generalizability Under Distribution Shifts KDD Link
2024 A Survey on Hyperlink Prediction TNNLS Link
2024 MOTI$\mathcal{V}\mathcal{E}$: A Drug-Target Interaction Graph For Inductive Link Prediction NIPS Link
2023 Temporal Link Prediction: A Unified Framework, Taxonomy, and Review CSUR Link
2023 Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking NIPS Link
2022 Towards Better Evaluation for Dynamic Link Prediction NIPS Link

Graph

Year Title Venue Code
2025 OCN: Effectively Utilizing Higher-Order Common Neighbors for Better Link Prediction NIPS Link
2025 Adaptive Network Automata Modelling of Complex Networks for Link Prediction NIPS Link
2025 Implicit Degree Bias in the Link Rrediction Task ICML Link
2025 Complete-Tree Space Favors Data-Efficient Link Prediction ICML Link
2025 Open the Eyes of MPNN: Vision Enhances MPNN in Link Prediction ICML Link
2025 Improving Graph Neural Networks on Multi-node Tasks with the Labeling Trick JMLR Link
2025 Efficient Neural Common Neighbor for Temporal Graph Link Prediction LoG Link
2025 Weak Models Can be Good Teachers: A Case Study on Link Prediction with MLPs LoG Link
2025 Accurate Link Prediction for Edge-Incomplete Graphs via PU Learning AAAI Link
2025 A Scalable Pretraining Framework for Link Prediction with Efficient Adaptation KDD Link
2025 Towards Understanding Link Predictor Generalizability Under Distribution Shifts KDD Link
2025 Attribute-Enhanced Similarity Ranking for Sparse Link Prediction KDD Link
2025 Node Duplication Improves Cold-start Link Prediction TMLR Link
2025 Hyperdimensional Representation Learning for Node Classification and Link Prediction WSDM Link
2025 CGLE: Class-label Graph Link Estimator for Link Prediction ICDM Link
2025 Reconsidering the Performance of GAE in Link Prediction CIKM Link
2025 LinkGPT: Leveraging Large Language Models for Enhanced Link Prediction in Text-Attributed Graphs CIKM Link
2025 Enhancing Contrastive Link Prediction With Edge Balancing Augmentation CIKM Link
2025 Norm Augmented Graph AutoEncoders for Link Prediction ICASSP Link
2025 Directed Hypergraph Representation Learning for Link Prediction AISTATS Link
2025 Boosting GNN-Based Link Prediction via PU-AUC Optimization TKDE Link
2025 Self-representation-based Generative Graph Neural Networks for End-to-End Link Prediction TBD Link
2024 Pure Message Passing Can Estimate Common Neighbor for Link Prediction NIPS Link
2024 On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks NIPS Link
2024 Mixture of Link Predictors on Graphs NIPS Link
2024 PageRank Bandits for Link Prediction NIPS Link
2024 LinkGPT: Teaching Large Language Models To Predict Missing Links NIPS-W Link
2024 Networked Inequality: Preferential Attachment Bias in Graph Neural Network Link Prediction ICML Link
2024 A Topological Perspective on Demystifying GNN-Based Link Prediction Performance ICLR Link
2024 Neural Common Neighbor with Completion for Link Prediction ICLR Link
2024 Revisiting Link Prediction: A Data Perspective ICLR Link
2024 Conformalized Link Prediction on Graph Neural Networks KDD Link
2024 Optimizing Long-tailed Link Prediction in Graph Neural Networks through Structure Representation Enhancement KDD Link
2024 LPFormer: An Adaptive Graph Transformer for Link Prediction KDD Link
2024 Heuristic Learning with Graph Neural Networks: A Unified Framework for Link Prediction KDD Link
2024 Hierarchical Position Embedding of Graphs with Landmarks and Clustering for Link Prediction WWW Link
2024 Decoupled Variational Graph Autoencoder for Link Prediction WWW Link
2024 Diffusion-based Negative Sampling on Graphs for Link Prediction WWW Link
2024 Learning Scalable Structural Representations for Link Prediction with Bloom Signatures WWW Link
2024 Structural Information Enhanced Graph Representation for Link Prediction AAAI Link
2024 Differentially Private Graph Neural Networks for Link Prediction ICDE Link
2024 Not All Negatives Are Worth Attending to: Meta-Bootstrapping Negative Sampling Framework for Link Prediction WSDM Link
2024 Pitfalls in Link Prediction with Graph Neural Networks: Understanding the Impact of Target-link Inclusion & Better Practices WSDM Link
2024 Link Prediction with Untrained Message Passing Layers LoG Link
2024 Sub-graph Based Diffusion Model for Link Prediction LoG Link
2024 Link Prediction Without Learning ECAI Link
2024 Efficient Link Prediction via GNN Layers Induced by Negative Sampling TKDE Link
2024 Asymmetric Learning for Graph Neural Network based Link Prediction TKDD Link
2024 Edge Contrastive Learning for Link Prediction IPM Link
2023 Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking NIPS Link
2023 Combating Bilateral Edge Noise for Robust Link Prediction NIPS Link
2023 Cross-links Matter for Link Prediction: Rethinking the Debiased GNN from a Data Perspective NIPS Link
2023 Deep Insights into Noisy Pseudo Labeling on Graph Data NIPS Link
2023 Inductive Link Prediction in Static and Temporal Graphs for Isolated Nodes NIPS-W Link
2023 Linkless Link Prediction via Relational Distillation ICML Link
2023 Graph Neural Networks for Link Prediction with Subgraph Sketching ICLR Link
2023 Link Prediction with Non-Contrastive Learning ICLR Link
2023 Rethinking Higher-order Representation Learning with Graph Neural Networks LoG Link
2023 DotHash: Estimating Set Similarity Metrics for Link Prediction and Document Deduplication KDD Link
2023 xGCN: An Extreme Graph Convolutional Network for Large-scale Social Link Prediction WWW Link
2023 Multi-head Variational Graph Autoencoder Constrained by Sum-product Networks WWW Link
2023 Graph2Feat: Inductive Link Prediction via Knowledge Distillation WWW-C Link
2023 SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning VLDB Link
2023 Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph Selection WSDM Link
2023 Beyond Individuals: Modeling Mutual and Multiple Interactions for Inductive Link Prediction between Groups WSDM Link
2023 Joint Link Prediction Via Inference from a Model CIKM Link
2023 Non-Negative Matrix Factorization for Link Prediction Preserving Row and Column Spaces ICDM Link
2023 Enhancing Link Prediction with Self-Discriminating Augmentation for Structure-Aware Contrastive Learning ECAI Link
2023 Few-Shot Link Prediction for Event-Based Social Networks via Meta-learning DASFAA Link
2023 A Graph Embedding Approach for Link Prediction via Triadic Closure Based Direct Aggregation and Weighted Concatenation DASFAA Link
2023 Elementary Subgraph Features for Link Prediction With Neural Networks TKDE Link
2023 You Only Transfer What You Share: Intersection-Induced Graph Transfer Learning for Link Prediction TMLR Link
2023 Inherent Limits on Topology-Based Link Prediction TMLR Link
2023 Line Graph Contrastive Learning for Link Prediction Pattern Recognit. Link
2022 OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs NIPS Link
2022 Geodesic Graph Neural Network for Efficient Graph Representation Learning NIPS Link
2022 Learning from Counterfactual Links for Link Prediction ICML Link
2022 Neural Link Prediction with Walk Pooling ICLR Link
2022 Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks ICLR Link
2022 FakeEdge: Alleviate Dataset Shift in Link Prediction LoG Link
2022 Flashlight: Scalable Link Prediction with Effective Decoders LoG Link
2022 Effective Higher-order Link Prediction and Reconstruction from Simplicial Complex Embeddings LoG Link
2022 Similarity-based Link Prediction from Modular Compression of Network Flows LoG Link
2022 Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning VLDB Link
2022 Deepened Graph Auto-Encoders Help Stabilize and Enhance Link Prediction IJCAI Link
2022 Multi-Scale Variational Graph AutoEncoder for Link Prediction WSDM Link
2022 RelpNet: Relation-based Link Prediction Neural Network CIKM Link
2022 Sampling Enclosing Subgraphs for Link Prediction CIKM Link
2022 How Neural Processes Improve Graph Link Prediction ICASSP Link
2022 Degree-Related Bias in Link Prediction ICDM-W Link
2022 Line Graph Neural Networks for Link Prediction TPAMI Link
2022 Link Prediction with Contextualized Self-Supervision TKDE Link
2021 Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction NIPS Link
2021 Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction NIPS Link
2021 Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning NIPS Link
2021 Link Prediction with Persistent Homology: An Interactive View ICML Link
2021 Hashing-Accelerated Graph Neural Networks for Link Prediction WWW Link
2021 Identity-aware Graph Neural Networks AAAI Link
2021 Adversarial Permutation Guided Node Representations for Link Prediction AAAI Link
2021 Differentially Private Link Prediction With Protected Connections AAAI Link
2021 Integrating Transductive And Inductive Embeddings Improves Link Prediction Accuracy CIKM Link
2021 Variational Graph Normalized AutoEncoders CIKM Link
2021 Attention Based Subgraph Classification for Link Prediction by Network Re-weighting CIKM Link
2021 From Closing Triangles to Higher-Order Motif Closures for Better Unsupervised Online Link Prediction CIKM Link
2021 Inductive Link Prediction with Interactive Structure Learning on Attributed Graph ECML/PKDD Link
2021 Neighborhood Attention Networks With Adversarial Learning for Link Prediction TNNLS Link
2020 Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learning NIPS Link
2020 Understanding Negative Sampling in Graph Representation Learning KDD Link
2020 Feature Fusion Based Subgraph Classification for Link Prediction CIKM Link
2020 Hyper-Substructure Enhanced Link Predictor CIKM Link
2020 Exploiting Common Neighbor Graph for Link Prediction CIKM Link
2020 Simple and Effective Graph Autoencoders with One-Hop Linear Models ECML/PKDD Link
2019 Link Prediction in Networks with Core-Fringe Data WWW Link
2019 Robust Embedding with Multi-Level Structures for Link Prediction IJCAI Link
2019 Spring-Electrical Models For Link Prediction WSDM Link
2019 Gravity-Inspired Graph Autoencoders for Directed Link Prediction CIKM Link
2019 Collective Link Prediction Oriented Network Embedding with Hierarchical Graph Attention CIKM Link
2019 Neighborhood Interaction Attention Network for Link Prediction CIKM Link
2018 Link Prediction Based on Graph Neural Networks NIPS Link
2018 Adversarially Regularized Graph Autoencoder for Graph Embedding IJCAI Link
2017 Weisfeiler-Lehman Neural Machine for Link Prediction KDD Link
2017 Predictive Network Representation Learning for Link Prediction SIGIR Link
2016 Variational Graph Auto-Encoders NIPS-W Link

Heterogeneous Graph

Year Title Venue Code
2025 LUSTER: Link Prediction Utilizing Shared-Latent Space Representation in Multi-Layer Networks WWW Link
2024 Paths2Pair: Meta-path Based Link Prediction in Billion-Scale Commercial Heterogeneous Graphs KDD Link
2024 Link Prediction on Multilayer Networks through Learning of Within-Layer and Across-Layer Node-Pair Structural Features and Node Embedding Similarity WWW Link
2024 LPNL: Scalable Link Prediction with Large Language Models ACL Link
2024 Link Prediction in Multilayer Networks via Cross-Network Embedding AAAI Link
2023 PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction WWW Link
2023 Link Prediction on Latent Heterogeneous Graphs WWW Link
2023 Graph2Feat: Inductive Link Prediction via Knowledge Distillation WWW-C Link
2023 Simplifying Temporal Heterogeneous Network for Continuous-Time Link prediction CIKM Link
2023 FairHELP: Fairness-Aware Heterogeneous Information Network Embedding for Link Prediction DASFAA Link
2023 TDAN: Transferable Domain Adversarial Network for Link Prediction in Heterogeneous Social Networks TKDD Link
2023 Resisting the Edge-Type Disturbance for Link Prediction in Heterogeneous Networks TKDD Link
2023 Neighborhood overlap-aware heterogeneous hypergraph neural network for link prediction Pattern Recognit. Link
2022 Revisiting Link Prediction on Heterogeneous Graphs with a Multi-view Perspective ICDM Link
2021 Self-Supervised Learning of Contextual Embeddings for Link Prediction in Heterogeneous Networks WWW Link
2021 Topic-aware Heterogeneous Graph Neural Network for Link Prediction CIKM Link
2021 Heterogeneous Hypergraph Variational Autoencoder for Link Prediction TPAMI Link
2020 Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN CIKM Link

Dynamic Graph

Year Title Venue Code
2025 TAMI: Taming Heterogeneity in Temporal Interactions for Temporal Graph Link Prediction NIPS Link
2025 Future Link Prediction Without Memory or Aggregation NIPS Link
2025 TMetaNet: Topological Meta-Learning Framework for Dynamic Link Prediction ICML Link
2025 Learnable Spatial-Temporal Positional Encoding for Link Prediction ICML Link
2025 Analytical Construction on Geometric Architectures: Transitioning from Static to Temporal Link Prediction ICML Link
2025 Position-Aware Neighbor Aggregation for Dynamic Link Prediction KDD Link
2025 On the Scalability of Temporal Relative Positional Encoding for Dynamic Link Prediction KDD Link
2025 On the Cross-Graph Transferability of Dynamic Link Prediction WWW Link
2025 Triangle Matters! TopDyG: Topology-aware Transformer for Link Prediction on Dynamic Graphs WWW Link
2025 Enhancing Cross-domain Link Prediction via Evolution Process Modeling WWW Link
2025 Practicable Black-box Evasion Attacks on Link Prediction in Dynamic Graphs -- A Graph Sequential Embedding Method AAAI Link
2024 Improving Temporal Link Prediction via Temporal Walk Matrix Projection NIPS Link
2024 Co-Neighbor Encoding Schema: A Light-cost Structure Encoding Method for Dynamic Link Prediction KDD Link
2024 FreeDyG: Frequency Enhanced Continuous-Time Dynamic Graph Model for Link Prediction ICLR Link
2024 Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic Graphs AAAI Link
2024 Sequential stacking link prediction algorithms for temporal networks Nature Comm. Link
2023 An Attentional Multi-scale Co-evolving Model for Dynamic Link Prediction WWW Link
2023 HGWaveNet: A Hyperbolic Graph Neural Network for Temporal Link Prediction WWW Link
2023 Expressive and Efficient Representation Learning for Ranking Links in Temporal Graphs WWW Link
2023 Dynamic Group Link Prediction in Continuous-Time Interaction Network IJCAI Link
2023 Super Resolution Graph With Conditional Normalizing Flows for Temporal Link Prediction TKDE Link
2023 High-Quality Temporal Link Prediction for Weighted Dynamic Graphs via Inductive Embedding Aggregation TKDE Link
2023 Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs WSDM Link
2023 Simplifying Temporal Heterogeneous Network for Continuous-Time Link prediction CIKM Link
2023 Temporal and Topological Augmentation-based Cross-view Contrastive Learning Model for Temporal Link Prediction CIKM Link
2023 Temporal graph learning for dynamic link prediction with text in online social networks Machine Learning Link
2023 DNformer: Temporal Link Prediction with Transfer Learning in Dynamic Networks TKDD Link
2022 TempEL: Linking Dynamically Evolving and Newly Emerging Entities NIPS Link
2022 Parameter-free Dynamic Graph Embedding for Link Prediction NIPS Link
2022 Towards Better Evaluation for Dynamic Link Prediction NIPS Link
2022 TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs AAAI Link
2022 Few-shot Link Prediction in Dynamic Networks WSDM Link
2021 Temporal Link Prediction Via Reinforcement Learning ICASSP Link
2021 Temporal Link Prediction With Motifs for Social Networks TKDE Link
2020 Continuous-Time Link Prediction via Temporal Dependent Graph Neural Network WWW Link
2020 Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN CIKM Link
2019 GCN-GAN: A Non-linear Temporal Link Prediction Model for Weighted Dynamic Networks INFOCOM Link
2019 Time-aware Gradient Attack on Dynamic Network Link Prediction TKDE Link

Hypergraph

Year Title Venue Code
2023 HyConvE: A Novel Embedding Model for Knowledge Hypergraph Link Prediction with Convolutional Neural Networks WWW Link
2023 Explainable Hyperlink Prediction: A Hypergraph Edit Distance-Based Approach ICDE Link
2023 Interpretable Subgraph Feature Extraction for Hyperlink Prediction ICDM Link
2022 Explainable Link Prediction in Knowledge Hypergraphs CIKM Link
2021 Multi-level Hyperedge Distillation for Social Linking Prediction on Sparsely Observed Networks WWW Link
2021 Heterogeneous Hypergraph Variational Autoencoder for Link Prediction TPAMI Link
2020 NHP: Neural Hypergraph Link Prediction CIKM Link

Signed Graph

Year Title Venue Code
2025 SMA-GNN: A Symbol-Aware Graph Neural Network for Signed Link Prediction in Recommender Systems KDD Link
2025 GegenNet: Spectral Convolutional Neural Networks for Link Sign Prediction in Signed Bipartite Graphs CIKM Link
2025 Self-Explainable Graph Transformer for Link Sign Prediction AAAI Link
2023 Learning Pair-Centric Representation for Link Sign Prediction with Subgraph CIKM Link
2020 Interpretable Signed Link Prediction with Signed Infomax Hyperbolic Graph TKDE Link
2019 Link Prediction with Signed Latent Factors in Signed Social Networks KDD Link

Knowledge Graph

Year Title Venue Code
2025 Context Pooling: Query-specific Graph Pooling for Generic Inductive Link Prediction in Knowledge Graphs KDD Link
2025 Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors ACL Link
2025 HyperFM: Fact-Centric Multimodal Fusion for Link Prediction over Hyper-Relational Knowledge Graphs ACL Link
2025 HySAE: An Efficient Semantic-Enhanced Representation Learning Model for Knowledge Hypergraph Link Prediction WWW Link
2025 Transfer-and-Fusion: Integrated Link Prediction Across Knowledge Graphs TKDE Link
2024 Causal Subgraph Learning for Generalizable Inductive Relation Prediction KDD Link
2024 Rethinking Complex Queries on Knowledge Graphs with Neural Link Predictors ICLR Link
2024 Using Model Calibration to Evaluate Link Prediction in Knowledge Graphs WWW Link
2024 UniLP: Unified Topology-aware Generative Framework for Link Prediction in Knowledge Graph WWW Link
2024 Robust Link Prediction over Noisy Hyper-Relational Knowledge Graphs via Active Learning WWW Link
2024 Revisiting Document-Level Relation Extraction with Context-Guided Link Prediction AAAI Link
2024 Inductive Link Prediction for Sequential-emerging Knowledge Graph ICDE Link
2024 A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models ICDM Link
2023 A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs NIPS Link
2023 Adapting Neural Link Predictors for Data-Efficient Complex Query Answering NIPS Link
2023 Multi-Grained Multimodal Interaction Network for Entity Linking KDD Link
2023 HyConvE: A Novel Embedding Model for Knowledge Hypergraph Link Prediction with Convolutional Neural Networks WWW Link
2023 Knowledge Graph Completion with Counterfactual Augmentation WWW Link
2023 IMF: Interactive Multimodal Fusion Model for Link Prediction WWW Link
2023 DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing AAAI Link
2023 Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction AAAI Link
2023 A Canonicalization-Enhanced Known Fact-Aware Framework For Open Knowledge Graph Link Prediction IJCAI Link
2023 A Model-Agnostic Method to Interpret Link Prediction Evaluation of Knowledge Graph Embeddings CIKM Link
2023 A Retrieve-and-Read Framework for Knowledge Graph Link Prediction CIKM Link
2023 Deep Interactions-Boosted Embeddings for Link Prediction on Knowledge Graph ECAI Link
2023 Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process Approach ECML/PKDD Link
2022 TempEL: Linking Dynamically Evolving and Newly Emerging Entities NIPS Link
2022 Evaluating Explanations of Relational Graph Convolutional Network Link Predictions on Knowledge Graphs AAAI Link
2022 TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs AAAI Link
2022 Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge Graphs IJCAI Link
2022 Augmenting Knowledge Graphs for Better Link Prediction IJCAI Link
2022 Node Co-occurrence based Graph Neural Networks for Knowledge Graph Link Prediction WSDM Link
2022 Explainable Link Prediction in Knowledge Hypergraphs CIKM Link
2022 Hypernode: Entity Fusion for Data Traceability and Link Prediction ICDM Link
2022 Subgraph Representation Learning with Hard Negative Samples for Inductive Link Prediction ICASSP Link
2022 Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning TKDE Link
2021 Inductive Entity Representations from Text via Link Prediction WWW Link
2021 Revisiting the Evaluation Protocol of Knowledge Graph Completion Methods for Link Prediction WWW Link
2021 Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge Graphs AAAI Link
2021 Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction AAAI Link
2021 Neighborhood Intervention Consistency: Measuring Confidence for Knowledge Graph Link Prediction IJCAI Link
2021 Inter-domain Multi-relational Link Prediction ECML/PKDD Link
2021 Temporal Link Prediction Via Reinforcement Learning ICASSP Link
2021 Link Prediction on N-ary Relational Data Based on Relatedness Evaluation TKDE Link
2021 OAG-: Self-Supervised Learning for Linking Knowledge Graphs TKDE Link
2020 Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction NIPS Link
2020 Inductive Relation Prediction by Subgraph Reasoning ICML Link
2020 LowFER: Low-rank Bilinear Pooling for Link Prediction ICML Link
2020 Beyond Triplets: Hyper-Relational Knowledge Graph Embedding for Link Prediction WWW Link
2020 Searching for Embeddings in a Haystack: Link Prediction on Knowledge Graphs with Subgraph Pruning WWW Link
2020 NASE: Learning Knowledge Graph Embedding for Link Prediction via Neural Architecture Search CIKM Link
2020 Embedding based Link Prediction for Knowledge Graph Completion CIKM Link
2019 ActiveLink: Deep Active Learning for Link Prediction in Knowledge Graphs WWW Link
2019 A Neural Bag-of-Words Modelling Framework for Link Prediction in Knowledge Bases with Sparse Connectivity WWW Link

Recommender System

Year Title Venue Code
2025 SMA-GNN: A Symbol-Aware Graph Neural Network for Signed Link Prediction in Recommender Systems KDD Link
2024 Link Recommendation to Augment Influence Diffusion with Provable Guarantees WWW Link
2023 On the Relationship Between Relevance and Conflict in Online Social Link Recommendations NIPS Link
2022 Link Recommendations for PageRank Fairness WWW Link
2021 Minimizing Polarization and Disagreement in Social Networks via Link Recommendation NIPS Link
2021 Correcting Exposure Bias for Link Recommendation ICML Link
2021 Incorporating Link Prediction into Multi-Relational Item Graph Modeling for Session-Based Recommendation TKDE Link
2020 Multi-level Graph Convolutional Networks for Cross-platform Anchor Link Prediction KDD Link
2019 Link Prediction Under Imperfect Detection: Collaborative Filtering for Ecological Networks TKDE Link

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