| Conceptual Edits as Counterfactual Explanations. G Filandrianos, K Thomas, E Dervakos, G Stamou AAAI Spring Symposium: MAKE, 2022 | 19 | 2022 |
| Heuristics for evaluation of AI generated music E Dervakos, G Filandrianos, G Stamou 2020 25th International Conference on Pattern Recognition (ICPR), 9164-9171, 2021 | 15 | 2021 |
| Choose your data wisely: A framework for semantic counterfactuals E Dervakos, K Thomas, G Filandrianos, G Stamou arXiv preprint arXiv:2305.17667, 2023 | 13 | 2023 |
| Functional harmony ontology: Musical harmony analysis with Description Logics S Kantarelis, E Dervakos, N Kotsani, G Stamou Journal of Web Semantics 75, 100754, 2023 | 13 | 2023 |
| Genre recognition from symbolic music with cnns E Dervakos, N Kotsani, G Stamou Artificial Intelligence in Music, Sound, Art and Design: 10th International …, 2021 | 13 | 2021 |
| Semantic Queries Explaining Opaque Machine Learning Classifiers. J Liartis, E Dervakos, O Menis-Mastromichalakis, A Chortaras, G Stamou DAO-XAI, 2021 | 12 | 2021 |
| Computing rule-based explanations of machine learning classifiers using knowledge graphs E Dervakos, O Menis-Mastromichalakis, A Chortaras, G Stamou arXiv preprint arXiv:2202.03971, 2022 | 9 | 2022 |
| Semantic Enrichment of Pretrained Embedding Output for Unsupervised IR. E Dervakos, G Filandrianos, K Thomas, A Mandalios, C Zerva, G Stamou AAAI Spring Symposium: Combining Machine Learning with Knowledge Engineering …, 2021 | 8 | 2021 |
| Counterfactuals of Counterfactuals: a back-translation-inspired approach to analyse counterfactual editors G Filandrianos, E Dervakos, O Menis-Mastromichalakis, C Zerva, ... arXiv preprint arXiv:2305.17055, 2023 | 7 | 2023 |
| Searching for explanations of black-box classifiers in the space of semantic queries J Liartis, E Dervakos, O Menis-Mastromichalakis, A Chortaras, G Stamou Semantic Web 15 (4), 1085-1126, 2024 | 6 | 2024 |
| Towards explainable evaluation of language models on the semantic similarity of visual concepts M Lymperaiou, G Manoliadis, OM Mastromichalakis, EG Dervakos, ... arXiv preprint arXiv:2209.03723, 2022 | 6 | 2022 |
| Perceptual musical features for interpretable audio tagging V Lyberatos, S Kantarelis, E Dervakos, G Stamou 2024 IEEE International Conference on Acoustics, Speech, and Signal …, 2024 | 5 | 2024 |
| The smarty4covid dataset and knowledge base as a framework for interpretable physiological audio data analysis K Zarkogianni, E Dervakos, G Filandrianos, T Ganitidis, V Gkatzou, ... Scientific data 10 (1), 770, 2023 | 4 | 2023 |
| The smarty4covid dataset and knowledge base: a framework enabling interpretable analysis of audio signals K Zarkogianni, E Dervakos, G Filandrianos, T Ganitidis, V Gkatzou, ... arXiv preprint arXiv:2307.05096, 2023 | 3 | 2023 |
| Genre Recognition from Symbolic Music with CNNs: Performance and Explainability E Dervakos, N Kotsani, G Stamou SN Computer Science 4 (2), 106, 2022 | 3 | 2022 |
| Rule-Based Explanations of Machine Learning Classifiers Using Knowledge Graphs OM Mastromichalakis, E Dervakos, A Chortaras, G Stamou Proceedings of the AAAI Symposium Series 3 (1), 193-202, 2024 | 2 | 2024 |
| Semantic Prototypes: Enhancing Transparency without Black Boxes O Menis Mastromichalakis, G Filandrianos, J Liartis, E Dervakos, ... Proceedings of the 33rd ACM International Conference on Information and …, 2024 | 1 | 2024 |
| CHORDONOMICON: A Dataset of 666,000 Songs and their Chord Progressions S Kantarelis, K Thomas, V Lyberatos, E Dervakos, G Stamou arXiv preprint arXiv:2410.22046, 2024 | | 2024 |
| Knowledge Graph Based Explanation and Evaluation of Machine Learning Systems EG Dervakos | | 2024 |
| The Music Part Ontology S Kantarelis, E Dervakos, G Stamou Description Logics, 2023 | | 2023 |
