Graph Neural Networks

Almost Surely Asymptotically Constant Graph Neural Networks NeurIPS 2024 A Logic for Reasoning about Aggregate-Combine Graph Neural Networks IJCAI 2024 A Motion-aware Spatio-temporal Graph for Video Salient Object Ranking NeurIPS 2024 Analysis of Corrected Graph Convolutions NeurIPS 2024 AnchorGT: Efficient and Flexible Attention Architecture for Scalable Graph Transformers IJCAI 2024 An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning NeurIPS 2024 An Efficient Prototype-Based Clustering Approach for Edge Pruning in Graph Neural Networks to Battle Over-Smoothing IJCAI 2024 An Efficient Subgraph-Inferring Framework for Large-Scale Heterogeneous Graphs AAAI 2024 An Empirical Study of Realized GNN Expressiveness ICML 2024 An End-To-End Graph Attention Network Hashing for Cross-Modal Retrieval NeurIPS 2024 A Neural Architecture Predictor based on GNN-Enhanced Transformer AISTATS 2024 A New Mechanism for Eliminating Implicit Conflict in Graph Contrastive Learning AAAI 2024 An Experimental Analysis on Evaluating Patent Citations EMNLP 2024 An Image-enhanced Molecular Graph Representation Learning Framework IJCAI 2024 Any2Graph: Deep End-To-End Supervised Graph Prediction With An Optimal Transport Loss NeurIPS 2024 A Plug-and-Play Quaternion Message-Passing Module for Molecular Conformation Representation AAAI 2024 A probability contrastive learning framework for 3D molecular representation learning NeurIPS 2024 A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning NeurIPS 2024 ARC: A Generalist Graph Anomaly Detector with In-Context Learning NeurIPS 2024 Are Graph Neural Networks Optimal Approximation Algorithms? NeurIPS 2024 Are High-Degree Representations Really Unnecessary in Equivariant Graph Neural Networks? NeurIPS 2024 Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node Injections NeurIPS 2024 Article Classification with Graph Neural Networks and Multigraphs COLING 2024 AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope Prediction NeurIPS 2024 A Simple and Scalable Representation for Graph Generation ICLR 2024