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Graph Neural Networks

4,495 papers

Papers per year

Papers

Improve emotional speech synthesis quality by learning explicit and implicit representations with semi-supervised training INTERSPEECH 2022
Decimated Framelet System on Graphs and Fast G-Framelet Transforms JMLR 2022
Machine Learning on Graphs: A Model and Comprehensive Taxonomy JMLR 2022
Graph Partitioning and Sparse Matrix Ordering using Reinforcement Learning and Graph Neural Networks JMLR 2022
Modeling Partially Observable Systems using Graph-Based Memory and Topological Priors L4DC 2022
Robust Graph Neural Networks via Probabilistic Lipschitz Constraints L4DC 2022
FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation MIDL 2022
Structural Networks for Brain Age Prediction MIDL 2022
How fair is your graph? Exploring fairness concerns in neuroimaging studies MLHC 2022
CERES: Pretraining of Graph-Conditioned Transformer for Semi-Structured Session Data NAACL 2022
Cross-document Misinformation Detection based on Event Graph Reasoning NAACL 2022
Disentangled Action Recognition with Knowledge Bases NAACL 2022
DocTime: A Document-level Temporal Dependency Graph Parser NAACL 2022
Natural Language Inference with Self-Attention for Veracity Assessment of Pandemic Claims NAACL 2022
TIE: Topological Information Enhanced Structural Reading Comprehension on Web Pages NAACL 2022
Multi-Relational Graph Transformer for Automatic Short Answer Grading NAACL 2022
Event Schema Induction with Double Graph Autoencoders NAACL 2022
Enhancing Knowledge Selection for Grounded Dialogues via Document Semantic Graphs NAACL 2022
Document-Level Event Argument Extraction by Leveraging Redundant Information and Closed Boundary Loss 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
COGMEN: COntextualized GNN based Multimodal Emotion recognitioN 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