conftrace_
← Architectures
Deep Learning › Architectures ›

Graph Neural Networks

4,495 papers

Papers per year

Papers

GNNRank: Learning Global Rankings from Pairwise Comparisons via Directed Graph Neural Networks ICML 2022
Enhancing Knowledge Selection for Grounded Dialogues via Document Semantic Graphs NAACL 2022
Proximity Enhanced Graph Neural Networks with Channel Contrast IJCAI 2022
Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence EMNLP 2022
Not too little, not too much: a theoretical analysis of graph (over)smoothing NIPS 2022
Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs NIPS 2022
Open-Topic False Information Detection on Social Networks with Contrastive Adversarial Learning EMNLP 2022
Joint Deep Multi-Graph Matching and 3D Geometry Learning from Inhomogeneous 2D Image Collections AAAI 2022
Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination NIPS 2022
Learning from the Dark: Boosting Graph Convolutional Neural Networks with Diverse Negative Samples AAAI 2022
Sign Language Translation With Hierarchical Spatio-Temporal Graph Neural Network WACV 2022
Multi-Relational Graph Transformer for Automatic Short Answer Grading NAACL 2022
Graph Neural Networks for Multiparallel Word Alignment ACL 2022
Structural Landmarking and Interaction Modelling: A “SLIM” Network for Graph Classification AAAI 2022
CoCoS: Enhancing Semi-supervised Learning on Graphs with Unlabeled Data via Contrastive Context Sharing AAAI 2022
NGEP: A Graph-based Event Planning Framework for Story Generation IJCNLP 2022
Adaptive Kernel Graph Neural Network AAAI 2022
Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022
True or False? Detecting False Information on Social Media Using Graph Neural Networks COLING 2022
SGTR: End-to-End Scene Graph Generation With Transformer CVPR 2022
DRLK: Dynamic Hierarchical Reasoning with Language Model and Knowledge Graph for Question Answering EMNLP 2022
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering ACL 2022
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs NIPS 2022
Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-Supervision AAAI 2022
LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks AAAI 2022