Graph Neural Networks

Graph-combined Coreference Resolution Methods on Conversational Machine Reading Comprehension with Pre-trained Language Model ACL 2022 Graph Condensation for Graph Neural Networks ICLR 2022 Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022 Graph Convolution Network based Recommender Systems: Learning Guarantee and Item Mixture Powered Strategy NeurIPS 2022 Graph-Coupled Oscillator Networks ICML 2022 GraphDIVE: Graph Classification by Mixture of Diverse Experts IJCAI 2022 Graphein - a Python Library for Geometric Deep Learning and Network Analysis on Biomolecular Structures and Interaction Networks NeurIPS 2022 Graph Embeddings for Argumentation Quality Assessment EMNLP 2022 Graph Enhanced Contrastive Learning for Radiology Findings Summarization ACL 2022 GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification ICLR 2022 Graph Few-shot Learning with Task-specific Structures NeurIPS 2022 Graph Filtration Kernels AAAI 2022 GraphFM: Improving Large-Scale GNN Training via Feature Momentum ICML 2022 Graph-Guided Network for Irregularly Sampled Multivariate Time Series ICLR 2022 Graph Learning Assisted Multi-Objective Integer Programming NeurIPS 2022 Graph-less Neural Networks: Teaching Old MLPs New Tricks Via Distillation ICLR 2022 GraphMemDialog: Optimizing End-to-End Task-Oriented Dialog Systems Using Graph Memory Networks AAAI 2022 Graph network simulators can learn discontinuous, rigid contact dynamics CoRL 2022 Graph Neural Architecture Search Under Distribution Shifts ICML 2022 Graph Neural Controlled Differential Equations for Traffic Forecasting AAAI 2022 Graph Neural Network Bandits NeurIPS 2022 Graph Neural Network Guided Local Search for the Traveling Salesperson Problem ICLR 2022 Graph Neural Networks are Dynamic Programmers NeurIPS 2022 Graph Neural Networks for Adapting Off-the-shelf General Domain Language Models to Low-Resource Specialised Domains NAACL 2022 Graph Neural Networks for Multiparallel Word Alignment ACL 2022