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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Learning Label Initialization for Time-Dependent Harmonic Extension. IJCAI 2022
Inducing and Using Alignments for Transition-based AMR Parsing NAACL 2022
Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction NAACL 2022
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media NAACL 2022
A Double-Graph Based Framework for Frame Semantic Parsing NAACL 2022
SISER: Semantic-Infused Selective Graph Reasoning for Fact Verification COLING 2022
GLAF: Global-to-Local Aggregation and Fission Network for Semantic Level Fact Verification COLING 2022
Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction ACL 2022
An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism ACL 2022
Multi-Granularity Semantic Aware Graph Model for Reducing Position Bias in Emotion Cause Pair Extraction ACL 2022
Using Graph-Based Methods to Augment Online Dictionaries of Endangered Languages ACL 2022
Redundancy-Free Message Passing for Graph Neural Networks NIPS 2022
EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks NIPS 2022
How Powerful are K-hop Message Passing Graph Neural Networks NIPS 2022
Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs NIPS 2022
Geodesic Graph Neural Network for Efficient Graph Representation Learning NIPS 2022
High-Order Pooling for Graph Neural Networks with Tensor Decomposition NIPS 2022
Evaluating Graph Generative Models with Contrastively Learned Features NIPS 2022
Vision GNN: An Image is Worth Graph of Nodes NIPS 2022
Equivariant Graph Hierarchy-Based Neural Networks NIPS 2022
Modeling Transitivity and Cyclicity in Directed Graphs via Binary Code Box Embeddings NIPS 2022
Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination NIPS 2022
Recipe for a General, Powerful, Scalable Graph Transformer NIPS 2022
ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective NIPS 2022
A Simple Temporal Information Matching Mechanism for Entity Alignment between Temporal Knowledge Graphs COLING 2022