Graph Neural Networks

Augment to Interpret: Unsupervised and Inherently Interpretable Graph Embeddings ACML 2023 A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks IJCAI 2023 AutoGT: Automated Graph Transformer Architecture Search ICLR 2023 Automated Data Augmentations for Graph Classification ICLR 2023 Automatic Dialog Flow Extraction and Guidance EACL 2023 Autoregressive Diffusion Model for Graph Generation ICML 2023 AutoTransfer: AutoML with Knowledge Transfer - An Application to Graph Neural Networks ICLR 2023 Basket Representation Learning by Hypergraph Convolution on Repeated Items for Next-basket Recommendation IJCAI 2023 Benchmarking Graph Neural Networks JMLR 2023 Benchmark of Machine Learning Force Fields for Semiconductor Simulations: Datasets, Metrics, and Comparative Analysis NeurIPS 2023 Beyond Detection: A Defend-and-Summarize Strategy for Robust and Interpretable Rumor Analysis on Social Media EMNLP 2023 Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework AAAI 2023 Beyond Homophily: Reconstructing Structure for Graph-agnostic Clustering ICML 2023 Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating AAAI 2023 BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing NSDI 2023 Bipartite Graph Pre-training for Unsupervised Extractive Summarization with Graph Convolutional Auto-Encoders EMNLP 2023 Boosting Few-shot Action Recognition with Graph-guided Hybrid Matching ICCV 2023 Boosting Graph Neural Networks via Adaptive Knowledge Distillation AAAI 2023 Boosting the Cycle Counting Power of Graph Neural Networks with I$^2$-GNNs ICLR 2023 Boundary Graph Neural Networks for 3D Simulations AAAI 2023 Calibrate and Boost Logical Expressiveness of GNN Over Multi-Relational and Temporal Graphs NeurIPS 2023 Calibration techniques for node classification using graph neural networks on medical image data MIDL 2023 Can Graph Neural Networks Learn to Solve the MaxSAT Problem? (Student Abstract) AAAI 2023 CataBEEM: Integrating Latent Interaction Categories in Node-wise Community Detection Models for Network Data ICML 2023 CAT-Walk: Inductive Hypergraph Learning via Set Walks NeurIPS 2023