Revisiting Graph Convolutional Network on Semi-Supervised Node Classification from an Optimization Perspective Sep 24, 2020 General Classification Node Classification
— Unverified Revisiting Graph Neural Networks for Link Prediction Sep 28, 2020 Classification Graph Classification
— Unverified Revisiting Heterophily in Graph Convolution Networks by Learning Representations Across Topological and Feature Spaces Nov 1, 2022 Node Classification
— Unverified Revisiting Neighborhood Aggregation in Graph Neural Networks for Node Classification using Statistical Signal Processing Jul 21, 2024 Classification Node Classification
— Unverified Revisiting Over-smoothing in Deep GCNs Mar 30, 2020 Node Classification
— Unverified RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning Jul 1, 2022 Few-Shot Learning Link Prediction
— Unverified RLC-GNN: An Improved Deep Architecture for Spatial-Based Graph Neural Network with Application to Fraud Detection Jun 18, 2021 Fraud Detection Graph Neural Network
— Unverified NodeSig: Binary Node Embeddings via Random Walk Diffusion Oct 1, 2020 Graph Representation Learning Link Prediction
— Unverified Robustness Inspired Graph Backdoor Defense Jun 14, 2024 backdoor defense Graph Classification
— Unverified Robust Subgraph Learning by Monitoring Early Training Representations Mar 14, 2024 Adversarial Robustness Decision Making
— Unverified RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification Aug 25, 2024 Conformal Prediction Link Prediction
— Unverified ROG_PL: Robust Open-Set Graph Learning via Region-Based Prototype Learning Feb 28, 2024 Denoising Graph Learning
— Unverified RW-NSGCN: A Robust Approach to Structural Attacks via Negative Sampling Aug 13, 2024 Anomaly Detection Classification
— Unverified SA-GDA: Spectral Augmentation for Graph Domain Adaptation Aug 17, 2024 Domain Adaptation GRAPH DOMAIN ADAPTATION
— Unverified SAS: A Simple, Accurate and Scalable Node Classification Algorithm Apr 19, 2021 Classification General Classification
— Unverified Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling May 2, 2025 Graph Learning Link Prediction
— Unverified Scalable Deep Metric Learning on Attributed Graphs Nov 20, 2024 Contrastive Learning Graph Embedding
— Unverified SearchGCN: Powering Embedding Retrieval by Graph Convolution Networks for E-Commerce Search Jul 1, 2021 Node Classification Retrieval
— Unverified Seastar: vertex-centric programming for graph neural networks Apr 21, 2021 GPU Graph Clustering
— Unverified SEEN: Sharpening Explanations for Graph Neural Networks using Explanations from Neighborhoods Jun 16, 2021 Node Classification
— Unverified Select and Calibrate the Low-confidence: Dual-Channel Consistency based Graph Convolutional Networks May 8, 2022 Node Classification
— Unverified Self-attention Dual Embedding for Graphs with Heterophily May 28, 2023 Informativeness Node Classification
— Unverified Self-Directed Learning of Convex Labelings on Graphs Sep 2, 2024 Node Classification
— Unverified Self-Explainable Graph Neural Networks for Link Prediction May 21, 2023 Link Prediction Node Classification
— Unverified Self-Supervised Graph Representation Learning via Global Context Prediction Mar 3, 2020 Clustering Graph Representation Learning
— Unverified Self-supervised Incremental Deep Graph Learning for Ethereum Phishing Scam Detection Jun 18, 2021 Graph Learning Graph Neural Network
— Unverified Self-supervised Learning for Heterogeneous Graph via Structure Information based on Metapath Sep 9, 2022 Link Prediction Meta-Learning
— Unverified Self-Supervised Pretraining for Heterogeneous Hypergraph Neural Networks Nov 19, 2023 Link Prediction Node Classification
— Unverified SAIL: Self-Augmented Graph Contrastive Learning Sep 2, 2020 Contrastive Learning Knowledge Distillation
— Unverified Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos Sep 13, 2022 Action Segmentation Graph Neural Network
— Unverified Semantic Graph Neural Network with Multi-measure Learning for Semi-supervised Classification Dec 4, 2022 Classification Graph Neural Network
— Unverified Semi-Supervised Graph Embedding for Multi-Label Graph Node Classification Jul 12, 2019 Classification General Classification
— Unverified Semi-Supervised Hierarchical Graph Classification Jun 11, 2022 Classification Graph Classification
— Unverified Semi-Supervised Learning on Graphs Based on Local Label Distributions Feb 15, 2018 Attribute General Classification
— Unverified Semi-supervised Network Embedding with Differentiable Deep Quantisation Aug 20, 2021 Link Prediction Network Embedding
— Unverified Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks Dec 24, 2020 Attribute Classification
— Unverified Semi-Supervised Tensor Factorization for Node Classification in Complex Social Networks Jul 24, 2019 General Classification Node Classification
— Unverified SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network Jul 3, 2024 Graph Neural Network Knowledge Graphs
— Unverified SFR-GNN: Simple and Fast Robust GNNs against Structural Attacks Aug 29, 2024 Contrastive Learning Graph Neural Network
— Unverified Sharp Bounds for Poly-GNNs and the Effect of Graph Noise Jul 28, 2024 Node Classification Stochastic Block Model
— Unverified Sheaf Hypergraph Networks Sep 29, 2023 Inductive Bias Node Classification
— Unverified Shedding Light on Problems with Hyperbolic Graph Learning Nov 11, 2024 Graph Learning Graph Representation Learning
— Unverified Shift-Robust Node Classification via Graph Adversarial Clustering Mar 7, 2022 Classification Clustering
— Unverified Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data Jun 1, 2020 Classification Clustering
— Unverified Signed Graph Neural Networks: A Frequency Perspective Aug 15, 2022 Link Sign Prediction Node Classification
— Unverified SignGT: Signed Attention-based Graph Transformer for Graph Representation Learning Oct 17, 2023 Graph Representation Learning Node Classification
— Unverified SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning Mar 11, 2024 Graph Neural Network Graph Representation Learning
— Unverified Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training Jun 23, 2022 Contrastive Learning Graph Classification
— Unverified Simple Truncated SVD based Model for Node Classification on Heterophilic Graphs Jun 24, 2021 Node Classification
— Unverified Simple yet Effective Gradient-Free Graph Convolutional Networks Feb 1, 2023 Graph Neural Network Graph Representation Learning
— Unverified 