Towards Causal Classification: A Comprehensive Study on Graph Neural Networks Jan 27, 2024 Graph Classification
— Unverified Towards Long-Tailed Recognition for Graph Classification via Collaborative Experts Aug 31, 2023 Contrastive Learning Graph Classification
— Unverified Towards OOD Detection in Graph Classification from Uncertainty Estimation Perspective Jun 21, 2022 Classification Graph Classification
— Unverified Towards Semi-supervised Universal Graph Classification May 31, 2023 Classification Graph Classification
— Unverified Towards Subgraph Isomorphism Counting with Graph Kernels May 13, 2024 Graph Classification Representation Learning
— Unverified Transductive Spiking Graph Neural Networks for Loihi Apr 25, 2024 Bayesian Optimization Graph Classification
— Unverified Twin Weisfeiler-Lehman: High Expressive GNNs for Graph Classification Mar 22, 2022 Classification Graph Classification
— Unverified Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks Sep 30, 2020 Graph Classification Link Prediction
— Unverified Uncovering Capabilities of Model Pruning in Graph Contrastive Learning Oct 27, 2024 Contrastive Learning Graph Classification
— Unverified Understanding the Power of Persistence Pairing via Permutation Test Jan 16, 2020 General Classification Graph Classification
— Unverified Understanding the Power of Persistence Pairing via Permutation Test Oct 10, 2020 Graph Classification Topological Data Analysis
— Unverified Unified Graph Structured Models for Video Understanding Mar 29, 2021 Action Detection Graph Classification
— Unverified Universal Graph Continual Learning Aug 27, 2023 Continual Learning Graph Classification
— Unverified Graph Harmony: Denoising and Nuclear-Norm Wasserstein Adaptation for Enhanced Domain Transfer in Graph-Structured Data Jan 29, 2023 Denoising Domain Adaptation
— Unverified Unsupervised Graph Representation by Periphery and Hierarchical Information Maximization Jun 8, 2020 Graph Classification Graph Neural Network
— Unverified Unsupervised Hierarchical Graph Representation Learning with Variational Bayes Sep 25, 2019 Graph Classification Graph Representation Learning
— Unverified Unsupervised Universal Self-Attention Network for Graph Classification Sep 25, 2019 Classification Graph Classification
— Unverified Walk-Steered Convolution for Graph Classification Apr 16, 2018 Classification Clustering
— Unverified Wasserstein-based Graph Alignment Mar 12, 2020 Graph Classification
— Unverified Wasserstein Weisfeiler-Lehman Subtree Distance for Graph-Structured Data Sep 29, 2021 Graph Classification valid
— Unverified Watermarking Graph Neural Networks based on Backdoor Attacks Oct 21, 2021 Classification Graph Classification
— Unverified Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Jan 7, 2023 Classification Diagnostic
— Unverified Weakly Supervised Learning on Large Graphs Jan 2, 2025 Classification Graph Attention
— Unverified Fundamental Limits in Formal Verification of Message-Passing Neural Networks Jun 10, 2022 Adversarial Robustness Classification
— Unverified Weisfeiler and Leman Follow the Arrow of Time: Expressive Power of Message Passing in Temporal Event Graphs May 30, 2025 Graph Classification
— Unverified Weisfeiler and Leman go Hyperbolic: Learning Distance Preserving Node Representations Nov 4, 2022 Graph Classification
— Unverified When Work Matters: Transforming Classical Network Structures to Graph CNN Jul 7, 2018 Graph Classification Video Understanding
— Unverified XInsight: Revealing Model Insights for GNNs with Flow-based Explanations Jun 7, 2023 Drug Discovery Graph Classification
— Unverified Zoom in to where it matters: a hierarchical graph based model for mammogram analysis Dec 16, 2019 Classification General Classification
— Unverified Efficient Mixed Precision Quantization in Graph Neural Networks May 14, 2025 Graph Classification Node Classification
Code Code Available Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection Mar 5, 2025 Contrastive Learning Graph Classification
Code Code Available Efficient Automatic Machine Learning via Design Graphs Oct 21, 2022 AutoML Graph Classification
Code Code Available Are Graph Embeddings the Panacea? An Empirical Survey from the Data Fitness Perspective Apr 25, 2024 Graph Classification Graph Embedding
Code Code Available edGNN: a Simple and Powerful GNN for Directed Labeled Graphs Apr 18, 2019 Graph Classification Graph Neural Network
Code Code Available Edge Classification on Graphs: New Directions in Topological Imbalance Jun 17, 2024 Classification Edge Classification
Code Code Available Dynamic Neural Dowker Network: Approximating Persistent Homology in Dynamic Directed Graphs Aug 17, 2024 Graph Classification Graph Neural Network
Code Code Available Generalized Equivariance and Preferential Labeling for GNN Node Classification Feb 23, 2021 Classification General Classification
Code Code Available Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs Apr 10, 2017 3D Object Classification 3D Point Cloud Classification
Code Code Available DOTIN: Dropping Task-Irrelevant Nodes for GNNs Apr 28, 2022 Graph Classification Graph Learning
Code Code Available Architecture Matters: Uncovering Implicit Mechanisms in Graph Contrastive Learning Nov 5, 2023 Contrastive Learning Graph Classification
Code Code Available Distance Metric Learning for Graph Structured Data Feb 3, 2020 Computational Efficiency General Classification
Code Code Available Permute Me Softly: Learning Soft Permutations for Graph Representations Oct 5, 2021 Graph Classification Graph Neural Network
Code Code Available Persistence Images: A Stable Vector Representation of Persistent Homology Jul 22, 2015 BIG-bench Machine Learning Graph Classification
Code Code Available PiNet: A Permutation Invariant Graph Neural Network for Graph Classification May 8, 2019 Classification General Classification
Code Code Available PiNet: Attention Pooling for Graph Classification Aug 11, 2020 Classification General Classification
Code Code Available TreeRNN: Topology-Preserving Deep GraphEmbedding and Learning Jun 21, 2020 Graph Classification Graph Embedding
Code Code Available Structural Optimization Makes Graph Classification Simpler and Better Sep 5, 2021 Classification Graph Classification
Code Code Available Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification May 11, 2019 Classification General Classification
Code Code Available Structure-Aware Hierarchical Graph Pooling using Information Bottleneck Apr 27, 2021 General Classification Graph Classification
Code Code Available Pooling Strategies for Simplicial Convolutional Networks Oct 11, 2022 Graph Classification
Code Code Available 