{"total":29,"rows":[{"id":"2312.12936","title":"Concept-based Explainable Artificial Intelligence: A Survey","created":"2023-12-20","cited_by_count":98,"area":null},{"id":"2304.14068","title":"Interpretable Neural-Symbolic Concept Reasoning","created":"2023-04-27","cited_by_count":57,"area":null},{"id":"2306.01958","title":"A Survey on Explainability of Graph Neural Networks","created":"2023-06-02","cited_by_count":29,"area":null},{"id":"2406.18992","title":"Semi-supervised Concept Bottleneck Models","created":"2024-06-27","cited_by_count":21,"area":null},{"id":"2310.01794","title":"GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking","created":"2023-10-03","cited_by_count":11,"area":null},{"id":"2401.02086","title":"View-based Explanations for Graph Neural Networks","created":"2024-01-04","cited_by_count":8,"area":null},{"id":"2209.14402","title":"L2XGNN: Learning to Explain Graph Neural Networks","created":"2022-09-28","cited_by_count":7,"area":null},{"id":"2405.12519","title":"MAGE: Model-Level Graph Neural Networks Explanations via Motif-based Graph Generation","created":"2024-05-21","cited_by_count":7,"area":null},{"id":"2508.07117","title":"From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context","created":"2025-08-09","cited_by_count":6,"area":null},{"id":"2308.08945","title":"Interpretable Graph Neural Networks for Tabular Data","created":"2023-08-17","cited_by_count":5,"area":null},{"id":"2505.02566","title":"Robustness questions the interpretability of graph neural networks: what to do?","created":"2025-05-05","cited_by_count":4,"area":null},{"id":"2505.04775","title":"Prediction via Shapley Value Regression","created":"2025-05-07","cited_by_count":3,"area":null},{"id":"2308.08268","title":"It Ain't That Bad: Understanding the Mysterious Performance Drop in OOD Generalization for Generative Transformer Models","created":"2023-08-16","cited_by_count":2,"area":null},{"id":"2311.15112","title":"Everybody Needs a Little HELP: Explaining Graphs via Hierarchical Concepts","created":"2023-11-25","cited_by_count":2,"area":null},{"id":"2406.09612","title":"Automated Molecular Concept Generation and Labeling with Large Language Models","created":"2024-06-13","cited_by_count":2,"area":null},{"id":"2407.12112","title":"A Benchmark for Fairness-Aware Graph Learning","created":"2024-07-16","cited_by_count":2,"area":null},{"id":"2509.00928","title":"Superposition in Graph Neural Networks","created":"2025-08-31","cited_by_count":2,"area":null},{"id":"2509.18376","title":"GnnXemplar: Exemplars to Explanations -- Natural Language Rules for Global GNN Interpretability","created":"2025-09-22","cited_by_count":2,"area":null},{"id":"2408.07661","title":"Interpretable Graph Neural Networks for Heterogeneous Tabular Data","created":"2024-08-14","cited_by_count":1,"area":null},{"id":"2410.21043","title":"Disentangled and Self-Explainable Node Representation Learning","created":"2024-10-28","cited_by_count":1,"area":null},{"id":"2503.19476","title":"LogicXGNN: Grounded Logical Rules for Explaining Graph Neural Networks","created":"2025-03-25","cited_by_count":1,"area":null},{"id":"2510.03351","title":"Interpretable Neuropsychiatric Diagnosis via Concept-Guided Graph Neural Networks","created":"2025-10-02","cited_by_count":1,"area":null},{"id":"2602.16947","title":"Beyond Message Passing: A Symbolic Alternative for Expressive and Interpretable Graph Learning","created":"2026-02-18","cited_by_count":1,"area":null},{"id":"2306.04835","title":"Empowering Counterfactual Reasoning over Graph Neural Networks through Inductivity","created":"2023-06-07","cited_by_count":0,"area":null},{"id":"2411.02168","title":"Do graph neural network states contain graph properties?","created":"2024-11-04","cited_by_count":0,"area":null},{"id":"2503.09051","title":"Model-Level GNN Explanations via Rule-to-Graph Readout for Logit Reconstruction","created":"2025-03-12","cited_by_count":0,"area":null},{"id":"2505.03424","title":"Framework GNN-AID: Graph Neural Network Analysis Interpretation and Defense","created":"2025-05-06","cited_by_count":0,"area":null},{"id":"2508.01316","title":"Multimodal Attention-Aware Fusion for Diagnosing Distal Myopathy: Evaluating Model Interpretability and Clinician Trust","created":"2025-08-02","cited_by_count":0,"area":null},{"id":"2604.11986","title":"Exploring Concept Subspace for Self-explainable Text-Attributed Graph Learning","created":"2026-04-13","cited_by_count":0,"area":null}],"next_cursor":null}