{"total":42,"rows":[{"id":"2312.12936","title":"Concept-based Explainable Artificial Intelligence: A Survey","created":"2023-12-20","cited_by_count":98,"area":null},{"id":"2108.11451","title":"From Statistical Relational to Neurosymbolic Artificial Intelligence: a Survey","created":"2021-08-25","cited_by_count":72,"area":null},{"id":"2210.07147","title":"Global Explainability of GNNs via Logic Combination of Learned Concepts","created":"2022-10-13","cited_by_count":65,"area":null},{"id":"2304.14068","title":"Interpretable Neural-Symbolic Concept Reasoning","created":"2023-04-27","cited_by_count":57,"area":null},{"id":"2301.10367","title":"Towards Robust Metrics for Concept Representation Evaluation","created":"2023-01-25","cited_by_count":29,"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":"2405.16507","title":"Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning","created":"2024-05-26","cited_by_count":29,"area":null},{"id":"2112.02290","title":"Interactive Disentanglement: Learning Concepts by Interacting with their Prototype Representations","created":"2021-12-04","cited_by_count":24,"area":null},{"id":"2309.07742","title":"Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning","created":"2023-09-14","cited_by_count":22,"area":null},{"id":"2207.13586","title":"Encoding Concepts in Graph Neural Networks","created":"2022-07-27","cited_by_count":18,"area":null},{"id":"2501.15638","title":"A Comprehensive Survey on Self-Interpretable Neural Networks","created":"2025-01-26","cited_by_count":18,"area":null},{"id":"2308.11991","title":"Relational Concept Bottleneck Models","created":"2023-08-23","cited_by_count":15,"area":null},{"id":"2310.11884","title":"From Neural Activations to Concepts: A Survey on Explaining Concepts in Neural Networks","created":"2023-10-18","cited_by_count":13,"area":null},{"id":"2307.05350","title":"Dividing and Conquering a BlackBox to a Mixture of Interpretable Models: Route, Interpret, Repeat","created":"2023-07-07","cited_by_count":10,"area":null},{"id":"2211.09732","title":"Extending Logic Explained Networks to Text Classification","created":"2022-11-04","cited_by_count":8,"area":null},{"id":"2304.14094","title":"Categorical Foundations of Explainable AI: A Unifying Theory","created":"2023-04-27","cited_by_count":7,"area":null},{"id":"2408.17198","title":"Towards Symbolic XAI -- Explanation Through Human Understandable Logical Relationships Between Features","created":"2024-08-30","cited_by_count":7,"area":null},{"id":"2205.13789","title":"A Sea of Words: An In-Depth Analysis of Anchors for Text Data","created":"2022-05-27","cited_by_count":6,"area":null},{"id":"2309.12207","title":"Boolformer: Symbolic Regression of Logic Functions with Transformers","created":"2023-09-21","cited_by_count":5,"area":null},{"id":"2409.13723","title":"Explainable Artificial Intelligence (XAI) for Malware Analysis: A Survey of Techniques, Applications, and Open Challenges","created":"2024-09-09","cited_by_count":5,"area":null},{"id":"2503.01942","title":"Mathematical Foundation of Interpretable Equivariant Surrogate Models","created":"2025-03-03","cited_by_count":5,"area":null},{"id":"2512.07383","title":"LogicCBMs: Logic-Enhanced Concept-Based Learning","created":"2025-12-08","cited_by_count":5,"area":null},{"id":"2401.10938","title":"Even-if Explanations: Formal Foundations, Priorities and Complexity","created":"2024-01-17","cited_by_count":4,"area":null},{"id":"2403.07078","title":"Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning","created":"2024-03-11","cited_by_count":4,"area":null},{"id":"2406.14335","title":"Linearly-Interpretable Concept Embedding Models for Text Analysis","created":"2024-06-20","cited_by_count":3,"area":null},{"id":"2504.03978","title":"V-CEM: Bridging Performance and Intervenability in Concept-based Models","created":"2025-04-04","cited_by_count":3,"area":null},{"id":"2302.10289","title":"Tackling Shortcut Learning in Deep Neural Networks: An Iterative Approach with Interpretable Models","created":"2023-02-20","cited_by_count":2,"area":null},{"id":"2308.15324","title":"Federated Neuro-Symbolic Learning","created":"2023-08-29","cited_by_count":2,"area":null},{"id":"2311.01605","title":"Faithful and Robust Local Interpretability for Textual Predictions","created":"2023-10-30","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":"2404.16532","title":"Global Concept Explanations for Graphs by Contrastive Learning","created":"2024-04-25","cited_by_count":2,"area":null},{"id":"2502.14572","title":"Factor Graph-based Interpretable Neural Networks","created":"2025-02-20","cited_by_count":2,"area":null},{"id":"2602.02886","title":"Mixture of Concept Bottleneck Experts","created":"2026-02-02","cited_by_count":2,"area":null},{"id":"2405.03009","title":"Explainable Malware Detection with Tailored Logic Explained Networks","created":"2024-05-05","cited_by_count":1,"area":null},{"id":"2410.12439","title":"Beyond Attribution: Unified Concept-Level Explanations","created":"2024-10-16","cited_by_count":1,"area":null},{"id":"2503.16203","title":"Logic Explanation of AI Classifiers by Categorical Explaining Functors","created":"2025-03-20","cited_by_count":1,"area":null},{"id":"2506.02092","title":"Towards Better Generalization and Interpretability in Unsupervised Concept-Based Models","created":"2025-06-02","cited_by_count":1,"area":null},{"id":"2110.08265","title":"Knowledge-driven Active Learning","created":"2021-10-15","cited_by_count":0,"area":null},{"id":"2208.06652","title":"Differentiable Inductive Logic Programming in High-Dimensional Space","created":"2022-08-13","cited_by_count":0,"area":null},{"id":"2309.03970","title":"Automatic Concept Embedding Model (ACEM): No train-time concepts, No issue!","created":"2023-09-07","cited_by_count":0,"area":null},{"id":"2312.13100","title":"SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning","created":"2023-12-20","cited_by_count":0,"area":null},{"id":"2604.19323","title":"Concept Inconsistency in Dermoscopic Concept Bottleneck Models: A Rough-Set Analysis of the Derm7pt Dataset","created":"2026-04-21","cited_by_count":0,"area":null}],"next_cursor":null}