Graph Neural Networks

Towards Effective and General Graph Unlearning via Mutual Evolution AAAI 2024 Towards Effective Planning Strategies for Dynamic Opinion Networks NeurIPS 2024 Towards Fair Graph Federated Learning via Incentive Mechanisms AAAI 2024 Towards Few-shot Entity Recognition in Document Images: A Graph Neural Network Approach Robust to Image Manipulation COLING 2024 Towards Foundation Models for Knowledge Graph Reasoning ICLR 2024 Towards Geometric Normalization Techniques in SE(3) Equivariant Graph Neural Networks for Physical Dynamics Simulations IJCAI 2024 Towards Human-like Learning from Relational Structured Data AAAI 2024 Towards Inductive Robustness: Distilling and Fostering Wave-Induced Resonance in Transductive GCNs against Graph Adversarial Attacks AAAI 2024 Towards Principled Graph Transformers NeurIPS 2024 Towards Robust Fidelity for Evaluating Explainability of Graph Neural Networks ICLR 2024 Towards Scene Graph Anticipation ECCV 2024 Towards the Disappearing Truth: Fine-Grained Joint Causal Influences Learning with Hidden Variable-Driven Causal Hypergraphs in Time Series AAAI 2024 Towards Understanding Attention-based Reasoning through Graph Structures in Medical Codes Classification ACL 2024 Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network NeurIPS 2024 Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks ICLR 2024 Training Graph Transformers via Curriculum-Enhanced Attention Distillation ICLR 2024 Transductive Legal Judgment Prediction Combining BERT Embeddings with Delaunay-Based GNNs EMNLP 2024 Transferability of Syntax-Aware Graph Neural Networks in Zero-Shot Cross-Lingual Semantic Role Labeling EMNLP 2024 Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-Based Similarity AAAI 2024 Translating Subgraphs to Nodes Makes Simple GNNs Strong and Efficient for Subgraph Representation Learning ICML 2024 TREE-G: Decision Trees Contesting Graph Neural Networks AAAI 2024 Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers ICML 2024 Tumor Micro-environment Interactions Guided Graph Learning for Survival Analysis of Human Cancers from Whole-slide Pathological Images CVPR 2024 Two Birds with One Stone: Enhancing Uncertainty Quantification and Interpretability with Graph Functional Neural Process AISTATS 2024 Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness ICML 2024