Graph Neural Networks

Beyond Spatio-Temporal Representations: Evolving Fourier Transform for Temporal Graphs ICLR 2024 Beyond the Federation: Topology-aware Federated Learning for Generalization to Unseen Clients ICML 2024 Beyond Weisfeiler-Lehman: A Quantitative Framework for GNN Expressiveness ICLR 2024 Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values ICLR 2024 Biomedical Entity Representation with Graph-Augmented Multi-Objective Transformer NAACL 2024 Biomedical Knowledge Graph Embedding with Householder Projection (Student Abstract) AAAI 2024 BLIS-Net: Classifying and Analyzing Signals on Graphs AISTATS 2024 BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining AAAI 2024 Boosting Graph Anomaly Detection with Adaptive Message Passing ICLR 2024 Boosting Graph Pooling with Persistent Homology NeurIPS 2024 Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance NeurIPS 2024 Boosting the Adversarial Robustness of Graph Neural Networks: An OOD Perspective ICLR 2024 Bounded and Uniform Energy-based Out-of-distribution Detection for Graphs ICML 2024 Bounding the Expected Robustness of Graph Neural Networks Subject to Node Feature Attacks ICLR 2024 Bridging Local Details and Global Context in Text-Attributed Graphs EMNLP 2024 Bridging the Code Gap: A Joint Learning Framework across Medical Coding Systems COLING 2024 Bring Invariant to Variant: A Contrastive Prompt-based Framework for Temporal Knowledge Graph Forecasting COLING 2024 BroGNet: Momentum-Conserving Graph Neural Stochastic Differential Equation for Learning Brownian Dynamics ICLR 2024 CACL: Community-Aware Heterogeneous Graph Contrastive Learning for Social Media Bot Detection ACL 2024 Can Graph Learning Improve Planning in LLM-based Agents? NeurIPS 2024 Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach NeurIPS 2024 CARTE: Pretraining and Transfer for Tabular Learning ICML 2024 Category-Level Multi-Part Multi-Joint 3D Shape Assembly CVPR 2024 Causality-Inspired Spatial-Temporal Explanations for Dynamic Graph Neural Networks ICLR 2024 Cell Graph Transformer for Nuclei Classification AAAI 2024