node classification

Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks AAAI 2023 SeedGNN: Graph Neural Network for Supervised Seeded Graph Matching ICML 2023 Self-supervised Graph Neural Networks via Low-Rank Decomposition NeurIPS 2023 SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations NeurIPS 2023 Signed Laplacian Graph Neural Networks AAAI 2023 SlotGAT: Slot-based Message Passing for Heterogeneous Graphs ICML 2023 Tailoring Self-Attention for Graph via Rooted Subtrees NeurIPS 2023 Temporal Graph Benchmark for Machine Learning on Temporal Graphs NeurIPS 2023 TIDE: Time Derivative Diffusion for Deep Learning on Graphs ICML 2023 Towards Better Dynamic Graph Learning: New Architecture and Unified Library NeurIPS 2023 Towards Deep Attention in Graph Neural Networks: Problems and Remedies ICML 2023 Towards Fine-Grained Explainability for Heterogeneous Graph Neural Network AAAI 2023 Towards Robust Graph Incremental Learning on Evolving Graphs ICML 2023 Transformers over Directed Acyclic Graphs NeurIPS 2023 Universal Graph Contrastive Learning with a Novel Laplacian Perturbation UAI 2023 Unleashing the Power of High-pass Filtering in Continuous Graph Neural Networks ACML 2023 Violin: Virtual Overbridge Linking for Enhancing Semi-supervised Learning on Graphs with Limited Labels IJCAI 2023 WalkLM: A Uniform Language Model Fine-tuning Framework for Attributed Graph Embedding NeurIPS 2023 When Do Graph Neural Networks Help with Node Classification? Investigating the Homophily Principle on Node Distinguishability NeurIPS 2023 A Novel Graph Aggregation Method Based on Feature Distribution Around Each Ego-node for Heterophily ACML 2022 Asymptotics of ℓ_2 Regularized Network Embeddings NeurIPS 2022 Augmentation-Free Self-Supervised Learning on Graphs AAAI 2022 Automated Self-Supervised Learning for Graphs ICLR 2022 Batch Active Learning with Graph Neural Networks via Multi-Agent Deep Reinforcement Learning AAAI 2022 Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network IJCAI 2022