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DHyper: A Recurrent Dual Hypergraph Neural Network for Event Prediction in Temporal Knowledge Graphs

https://doi.org/10.1145/3653015
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-031-21743-2_54openalex-snapshot
Social Multi-role Discovering with Hypergraph Embedding for Location-Based Social Networks
inferredcites →https://doi.org/10.1007/978-3-319-93417-4_38openalex-snapshot
Modeling Relational Data with Graph Convolutional Networks
inferredcites →https://doi.org/10.1007/s10489-021-02672-0openalex-snapshot
RLPath: a knowledge graph link prediction method using reinforcement learning based attentive relation path searching and representation learning
inferredcites →https://doi.org/10.1016/j.ipm.2019.01.005openalex-snapshot
Knowledge representation learning with entity descriptions, hierarchical types, and textual relations
inferredcites →https://doi.org/10.1016/j.knosys.2022.109234openalex-snapshot
Temporal knowledge graph representation learning with local and global evolutions
inferredcites →https://doi.org/10.1088/1749-4699/8/1/014008openalex-snapshot
Hyperopt: a Python library for model selection and hyperparameter optimization
inferredcites →https://doi.org/10.1109/icassp43922.2022.9747687openalex-snapshot
Learnable Hypergraph Laplacian for Hypergraph Learning
inferredcites →https://doi.org/10.1109/icde53745.2022.00167openalex-snapshot
Dynamic Hypergraph Convolutional Network
inferredcites →https://doi.org/10.1109/tkde.2020.2997869openalex-snapshot
LBSN2Vec++: Heterogeneous Hypergraph Embedding for Location-Based Social Networks
inferredcites →https://doi.org/10.1109/tkde.2021.3090664openalex-snapshot
Hierarchical Multi-View Graph Pooling with Structure Learning
inferredcites →https://doi.org/10.1109/tkde.2023.3334165openalex-snapshot
GTRL: An Entity Group-Aware Temporal Knowledge Graph Representation Learning Method
inferredcites →https://doi.org/10.1109/tpami.2022.3182052openalex-snapshot
HGNN + : General Hypergraph Neural Networks
inferredcites →https://doi.org/10.1145/1921632.1921636openalex-snapshot
Temporal Link Prediction Using Matrix and Tensor Factorizations
inferredcites →https://doi.org/10.1145/3308560.3316707openalex-snapshot
Onto Model-based Anomalous Link Pattern Mining on Feature-Rich Social Interaction Networks
inferredcites →https://doi.org/10.1145/3363574openalex-snapshot
Attention Models in Graphs
inferredcites →https://doi.org/10.1145/3394486.3403209openalex-snapshot
Dynamic Knowledge Graph based Multi-Event Forecasting
inferredcites →https://doi.org/10.1145/3394486.3403389openalex-snapshot
Hypergraph Convolutional Recurrent Neural Network
inferredcites →https://doi.org/10.1145/3397271.3401133openalex-snapshot
Next-item Recommendation with Sequential Hypergraphs
inferredcites →https://doi.org/10.1145/3404835.3462963openalex-snapshot
Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learning
inferredcites →https://doi.org/10.1145/3407190openalex-snapshot
Recommender Systems Leveraging Multimedia Content
inferredcites →https://doi.org/10.1145/3457949openalex-snapshot
Hierarchical Hyperedge Embedding-Based Representation Learning for Group Recommendation
inferredcites →https://doi.org/10.1145/3477051openalex-snapshot
DACHA: A Dual Graph Convolution Based Temporal Knowledge Graph Representation Learning Method Using Historical Relation
inferredcites →https://doi.org/10.1145/3477495.3532058openalex-snapshot
Hypergraph Contrastive Collaborative Filtering
inferredcites →https://doi.org/10.1145/3511808.3557280openalex-snapshot
DA-Net
inferredcites →https://doi.org/10.1145/3531267openalex-snapshot
Time-aware Path Reasoning on Knowledge Graph for Recommendation
inferredcites →https://doi.org/10.1145/3534678.3539342openalex-snapshot
Multi-Behavior Hypergraph-Enhanced Transformer for Sequential Recommendation
inferredcites →https://doi.org/10.1145/3544105openalex-snapshot
Adversarial Auto-encoder Domain Adaptation for Cold-start Recommendation with Positive and Negative Hypergraphs
inferredcites →https://doi.org/10.1145/3576921openalex-snapshot
Preference-aware Graph Attention Networks for Cross-Domain Recommendations with Collaborative Knowledge Graph
inferredcites →https://doi.org/10.14778/3407790.3407857openalex-snapshot
Optimizing DNN computation graph using graph substitutions
inferredcites →https://doi.org/10.1609/aaai.v33i01.33013060openalex-snapshot
End-to-End Structure-Aware Convolutional Networks for Knowledge Base Completion
inferredcites →https://doi.org/10.1609/aaai.v33i01.33013558openalex-snapshot
Hypergraph Neural Networks
inferredcites →https://doi.org/10.17323/1996-7845-2017-01-81openalex-snapshot
Interconnections among the United States, Russia and China: Does Kissinger’s American Leadership Formula Apply?
inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.462openalex-snapshot
TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion
inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.541openalex-snapshot
Recurrent Event Network: Autoregressive Structure Inferenceover Temporal Knowledge Graphs
inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.655openalex-snapshot
TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting
inferredcites →https://doi.org/10.18653/v1/d18-1225openalex-snapshot
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding
inferredcites →https://doi.org/10.24963/ijcai.2022/299openalex-snapshot
TiRGN: Time-Guided Recurrent Graph Network with Local-Global Historical Patterns for Temporal Knowledge Graph Reasoning
inferredcites →https://doi.org/10.7910/dvn/28075openalex-snapshot
ICEWS Coded Event Data

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/s40305-025-00630-yopenalex-snapshot
Recent Advances in Hypergraph Neural Networks
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107451openalex-snapshot
Exploring unified cross-view hypergraph generation for multi-view semi-supervised classification
inferred← citeshttps://doi.org/10.1016/j.procs.2025.10.199openalex-snapshot
TempHypE-GNN: Hyperbolic Graph Neural ODEs for Hierarchical Temporal Knowledge Graphs
inferred← citeshttps://doi.org/10.1109/access.2025.3603162openalex-snapshot
AI-Augmented Literature Reviews: Efficient Clustering and Summarization for Researchers
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11464458openalex-snapshot
TRACE: A Triplet-Based Robustness-Augmented Causal Encoder for Causality Graph Event Prediction
inferred← citeshttps://doi.org/10.1109/tkde.2026.3689542openalex-snapshot
Cog-RMH: Cognition-Based Recalling Multiview History for Event Forecasting in Temporal Knowledge Graph
inferred← citeshttps://doi.org/10.1109/tkde.2026.3694589openalex-snapshot
Hyperbolic Dual-Attentive Evolution of Heterogeneous Deep Hierarchy for Temporal Knowledge Graph Reasoning
inferred← citeshttps://doi.org/10.1145/3687470openalex-snapshot
TCGC: Temporal Collaboration-Aware Graph Co-Evolution Learning for Dynamic Recommendation
inferred← citeshttps://doi.org/10.1145/3721982openalex-snapshot
DHFM: Diversity Enhanced Hypergraph Factorization Machines for Feature Interaction Modeling
inferred← citeshttps://doi.org/10.1145/3745020openalex-snapshot
Unified Heterogeneous Hypergraph Construction for Incomplete Multimedia Recommendation
inferred← citeshttps://doi.org/10.1145/3770854.3780173openalex-snapshot
Rethinking Temporal Knowledge Graph Representation Learning: From Entities to Evolutionary Event-Centric Clusters
inferred← citeshttps://doi.org/10.1145/3773082openalex-snapshot
SR-HyperFM: Sample Relationship Aware Hypergraph Factorization Machines for Feature Interaction Modeling
inferred← citeshttps://doi.org/10.1145/3774904.3792165openalex-snapshot
DSTAG: A Semantic Tag-Enhanced Dual-Graph Convolutional Network for Temporal Knowledge Graph Completion
inferred← citeshttps://doi.org/10.1145/3774904.3792232openalex-snapshot
Social Event Prediction via Fourier Graph Learning
inferred← citeshttps://doi.org/10.14778/3748191.3748216openalex-snapshot
Towards Pattern-Aware Data Augmentation for Temporal Knowledge Graph Completion
inferred← citeshttps://doi.org/10.3390/electronics14193827openalex-snapshot
Document-Level Future Event Prediction Integrating Event Knowledge Graph and LLM Temporal Reasoning
inferred← citeshttps://doi.org/10.3390/math13182956openalex-snapshot
Advancing Graph Neural Networks for Complex Relational Learning: A Multi-Scale Heterogeneity-Aware Framework with Adversarial Robustness and Interpretable Analysis
inferred← citeshttps://doi.org/10.70675/cfce387ez6abdz4658z92dbze31fa25f9280openalex-snapshot
Neuro-symbolic knowledge hypergraphs : knowledge representation and learning in neuro-symbolic artificial intelligence
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