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Graph Neural Networks

1,141 papers

Papers per year

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Papers

Ensemble Multi-Relational Graph Neural Networks IJCAI 2022
Spiking Graph Convolutional Networks IJCAI 2022
Data-Free Adversarial Knowledge Distillation for Graph Neural Networks IJCAI 2022
Learning Label Initialization for Time-Dependent Harmonic Extension. IJCAI 2022
CERES: Pretraining of Graph-Conditioned Transformer for Semi-Structured Session Data NAACL 2022
EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple Extraction NAACL 2022
DocTime: A Document-level Temporal Dependency Graph Parser NAACL 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
Multi-Relational Graph Transformer for Automatic Short Answer Grading NAACL 2022
Generic and Trend-aware Curriculum Learning for Relation Extraction NAACL 2022
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion NAACL 2022
Joint Learning-based Heterogeneous Graph Attention Network for Timeline Summarization NAACL 2022
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media NAACL 2022
SSEGCN: Syntactic and Semantic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis NAACL 2022
DUCK: Rumour Detection on Social Media by Modelling User and Comment Propagation Networks NAACL 2022
A Double-Graph Based Framework for Frame Semantic Parsing NAACL 2022
RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning NAACL 2022
Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction NIPS 2021
Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation NIPS 2021
BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation NIPS 2021
Data driven semi-supervised learning NIPS 2021
Graph Adversarial Self-Supervised Learning NIPS 2021
Nested Graph Neural Networks NIPS 2021
Motif-based Graph Self-Supervised Learning for Molecular Property Prediction NIPS 2021