When Do Flat Minima Optimizers Work? Feb 1, 2022 Benchmarking Graph Learning
Code Code Available DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available Training MLPs on Graphs without Supervision Dec 5, 2024 Fraud Detection Graph Classification
Code Code Available Train Your Own GNN Teacher: Graph-Aware Distillation on Textual Graphs Apr 20, 2023 Knowledge Distillation Node Classification
Code Code Available BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling Mar 21, 2022 Node Classification
Code Code Available Geom-GCN: Geometric Graph Convolutional Networks Feb 13, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Class-Balanced and Reinforced Active Learning on Graphs Feb 15, 2024 Active Learning Graph Classification
— Unverified Graph-Based Uncertainty-Aware Self-Training with Stochastic Node Labeling Mar 26, 2025 Node Classification Pseudo Label
— Unverified GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better Jan 24, 2025 Graph Question Answering Graph Sampling
— Unverified GraphCL: Contrastive Self-Supervised Learning of Graph Representations Jul 15, 2020 Contrastive Learning Inductive Learning
— Unverified Cadence Detection in Symbolic Classical Music using Graph Neural Networks Aug 31, 2022 Key Detection Node Classification
— Unverified Cached Operator Reordering: A Unified View for Fast GNN Training Aug 23, 2023 Graph Attention Graph Classification
— Unverified Active Learning for Graphs with Noisy Structures Feb 4, 2024 Active Learning Node Classification
— Unverified HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport Jun 3, 2025 Graph Neural Network Node Classification
— Unverified Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Jun 8, 2020 Dimensionality Reduction Link Prediction
— Unverified Building Shortcuts between Distant Nodes with Biaffine Mapping for Graph Convolutional Networks Feb 17, 2023 Contrastive Learning Node Classification
— Unverified Graph Clustering with Graph Neural Networks Jun 30, 2020 Attribute Clustering
— Unverified BuffGraph: Enhancing Class-Imbalanced Node Classification via Buffer Nodes Feb 20, 2024 Classification Node Classification
— Unverified Efficient Learning on Large Graphs using a Densifying Regularity Lemma Apr 25, 2025 Graph Neural Network Knowledge Graph Completion
— Unverified Graph Attention Networks with Positional Embeddings May 9, 2021 Graph Attention Node Classification
— Unverified Graph Agreement Models for Semi-Supervised Learning Dec 1, 2019 Classification General Classification
— Unverified Efficient Ensembles of Graph Neural Networks Sep 29, 2021 Ensemble Learning Network Pruning
— Unverified Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience Jun 12, 2023 Classification global-optimization
— Unverified Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Sep 29, 2022 Anomaly Detection Graph Anomaly Detection
— Unverified Active Learning for Graph Neural Networks via Node Feature Propagation Oct 16, 2019 Active Learning Clustering
— Unverified Initialization for Network Embedding: A Graph Partition Approach Aug 28, 2019 General Classification graph partitioning
— Unverified Bridging Source and Target Domains via Link Prediction for Unsupervised Domain Adaptation on Graphs May 29, 2025 Domain Adaptation Link Prediction
— Unverified EdgePruner: Poisoned Edge Pruning in Graph Contrastive Learning Dec 12, 2023 Contrastive Learning Graph Representation Learning
— Unverified Edge-Featured Graph Attention Network Jan 19, 2021 Graph Attention Graph Learning
— Unverified A Statistical Relational Approach to Learning Distance-based GCNs Feb 13, 2021 Density Estimation Link Prediction
— Unverified Edge Entropy as an Indicator of the Effectiveness of GNNs over CNNs for Node Classification Dec 16, 2020 Node Classification
— Unverified Edge: Enriching Knowledge Graph Embeddings with External Text Apr 11, 2021 Knowledge Graph Embeddings Knowledge Graphs
— Unverified Bridging Graph Network to Lifelong Learning with Feature Interaction Jan 1, 2021 Graph Classification Lifelong learning
— Unverified Adversarial Context Aware Network Embeddings for Textual Networks Nov 5, 2020 Node Classification Representation Learning
— Unverified Effective Polynomial Filter Adaptation for Graph Neural Networks Sep 29, 2021 Node Classification
— Unverified Effects of Graph Convolutions in Multi-layer Networks Apr 20, 2022 Node Classification Stochastic Block Model
— Unverified Graph Agent: Explicit Reasoning Agent for Graphs Oct 25, 2023 Graph Embedding Knowledge Graphs
— Unverified Graph Augmentation for Cross Graph Domain Generalization Feb 25, 2025 Data Augmentation Domain Generalization
— Unverified Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos Jul 13, 2022 Change Detection Deep Learning
— Unverified Uplifting Message Passing Neural Network with Graph Original Information Oct 8, 2022 Graph Neural Network Graph Representation Learning
— Unverified Gradient Inversion Attack on Graph Neural Networks Nov 29, 2024 Federated Learning Graph Classification
— Unverified Are Hyperbolic Representations in Graphs Created Equal? Jul 15, 2020 Graph Learning Graph Representation Learning
— Unverified Graffin: Stand for Tails in Imbalanced Node Classification Sep 9, 2024 Classification Data Augmentation
— Unverified Ego-GNNs: Exploiting Ego Structures in Graph Neural Networks Jul 22, 2021 Inductive Bias Node Classification
— Unverified Edge2Node: Reducing Edge Prediction to Node Classification Nov 6, 2023 Graph Neural Network Link Prediction
— Unverified EC-LDA : Label Distribution Inference Attack against Federated Graph Learning with Embedding Compression May 21, 2025 Graph Learning Inference Attack
— Unverified _2-norm Flow Diffusion in Near-Linear Time May 30, 2021 Clustering Graph Clustering
— Unverified Bures-Wasserstein Means of Graphs May 31, 2023 Graph Similarity Node Classification
— Unverified Embedding Node Structural Role Identity Using Stress Majorization Sep 14, 2021 Node Classification
— Unverified A Process for the Evaluation of Node Embedding Methods in the Context of Node Classification May 29, 2020 BIG-bench Machine Learning Feature Engineering
— Unverified 