Graph Neural Networks

Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion NAACL 2022 Learning to Evolve on Dynamic Graphs (Student Abstract) AAAI 2022 LeSICiN: A Heterogeneous Graph-Based Approach for Automatic Legal Statute Identification from Indian Legal Documents AAAI 2022 Linking Transformer to Hawkes Process for Information Cascade Prediction (Student Abstract) AAAI 2022 Local Augmentation for Graph Neural Networks ICML 2022 Long Range Graph Benchmark NeurIPS 2022 LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks AAAI 2022 Maximum Common Subgraph Guided Graph Retrieval: Late and Early Interaction Networks NeurIPS 2022 MERIT: Learning Multi-level Representations on Temporal Graphs IJCAI 2022 MGNNI: Multiscale Graph Neural Networks with Implicit Layers NeurIPS 2022 Micro and Macro Level Graph Modeling for Graph Variational Auto-Encoders NeurIPS 2022 MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers AAAI 2022 MMAN: Metapath Based Multi-Level Graph Attention Networks for Heterogeneous Network Embedding (Student Abstract) AAAI 2022 Modeling Transitivity and Cyclicity in Directed Graphs via Binary Code Box Embeddings NeurIPS 2022 Modeling U.S. State-Level Policies by Extracting Winners and Losers from Legislative Texts ACL 2022 MS-HGAT: Memory-Enhanced Sequential Hypergraph Attention Network for Information Diffusion Prediction AAAI 2022 Multi-Granularity Semantic Aware Graph Model for Reducing Position Bias in Emotion Cause Pair Extraction ACL 2022 Multi-Modal Sarcasm Detection via Cross-Modal Graph Convolutional Network ACL 2022 Multi-Relational Graph Transformer for Automatic Short Answer Grading NAACL 2022 Multi-Scale Distillation from Multiple Graph Neural Networks AAAI 2022 Neural Approximation of Graph Topological Features NeurIPS 2022 Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs NeurIPS 2022 Neural Topological Ordering for Computation Graphs NeurIPS 2022 Node Feature Kernels Increase Graph Convolutional Network Robustness AISTATS 2022 Nonlinear Feature Diffusion on Hypergraphs ICML 2022