{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:32:57Z","timestamp":1763191977621,"version":"3.45.0"},"reference-count":21,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,30]]},"DOI":"10.1109\/ijcnn64981.2025.11228944","type":"proceedings-article","created":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T18:46:15Z","timestamp":1763145975000},"page":"1-8","source":"Crossref","is-referenced-by-count":0,"title":["(Sometimes) Less is More: Mitigating the Complexity of Rule-based Representation for Interpretable Classification"],"prefix":"10.1109","author":[{"given":"Luca","family":"Bergamin","sequence":"first","affiliation":[{"name":"University of Padova,Department of Mathematics ’Tullio Levi-Civita’,Padova,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Roberto","family":"Confalonieri","sequence":"additional","affiliation":[{"name":"University of Padova,Department of Mathematics ’Tullio Levi-Civita’,Padova,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fabio","family":"Aiolli","sequence":"additional","affiliation":[{"name":"University of Padova,Department of Mathematics ’Tullio Levi-Civita’,Padova,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","first-page":"101805","article-title":"Explainable artificial intelligence (xai): What we know and what is left to attain trustworthy artificial intelligence","volume-title":"Information Fusion","volume":"99","author":"Ali","year":"2023"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2023.107197"},{"article-title":"Utilizing explainable ai for quantization and pruning of deep neural networks","year":"2020","author":"Sabih","key":"ref3"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-63787-2_19"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3236386.3241340"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.6102"},{"article-title":"Learning sparse neural networks through l_0 regularization","volume-title":"6th International Conference on Learning Representations, ICLR 2018, Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings","author":"Louizos","key":"ref7"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1391"},{"article-title":"Scalable rule-based representation learning for interpretable classification","volume-title":"Proceedings of the 35th International Conference on Neural Information Processing Systems","author":"Wang","key":"ref9"},{"key":"ref10","doi-asserted-by":"crossref","DOI":"10.3389\/frai.2021.689398","article-title":"An empirical investigation into deep and shallow rule learning","author":"Beck","year":"2021"},{"key":"ref11","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-031-33374-3_8","article-title":"RL-Net: Interpretable Rule Learning with Neural Networks","volume-title":"Advances in Knowledge Discovery and Data Mining: 27th Pacific-Asia Conference, PAKDD 2023, May 25-28, Proceedings","author":"Dierckx"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2021.103602"},{"key":"ref13","article-title":"Binarynet: Training deep neural networks with weights and activations constrained to +1 or -1","volume-title":"CoRR","volume":"abs\/1602.02830","author":"Courbariaux","year":"2016"},{"volume-title":"Deep Learning","year":"2016","author":"Goodfellow","key":"ref14"},{"key":"ref15","doi-asserted-by":"crossref","DOI":"10.1109\/SampTA45681.2019.9030937","article-title":"NP-hardness of \u21130 minimization problems: revision and extension to the non-negative setting","volume-title":"13th International Conference on Sampling Theory and Applications, SampTA 2019","author":"Nguyen"},{"issue":"56","key":"ref16","first-page":"1929","article-title":"Dropout: A simple way to prevent neural networks from overfitting","volume-title":"Journal of Machine Learning Research","volume":"15","author":"Srivastava","year":"2014"},{"article-title":"The concrete distribution: A continuous relaxation of discrete random variables","volume-title":"5th International Conference on Learning Representations, ICLR 2017, Toulon, France, April 24-26, 2017, Conference Track Proceedings","author":"Maddison","key":"ref17"},{"article-title":"Categorical reparameterization with gumbel-softmax","volume-title":"5th International Conference on Learning Representations, ICLR 2017, Toulon, France, April 24-26, 2017, Conference Track Proceedings","author":"Jang","key":"ref18"},{"article-title":"Auto-encoding variational bayes","volume-title":"2nd International Conference on Learning Representations, ICLR 2014, Banff, AB, Canada, April 14-16, 2014, Conference Track Proceedings","author":"Kingma","key":"ref19"},{"key":"ref20","first-page":"128699","article-title":"Improving rule-based classifiers by bayes point aggregation","volume-title":"Neurocomputing","volume":"613","author":"Bergamin","year":"2025"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-019-0048-x"}],"event":{"name":"2025 International Joint Conference on Neural Networks (IJCNN)","start":{"date-parts":[[2025,6,30]]},"location":"Rome, Italy","end":{"date-parts":[[2025,7,5]]}},"container-title":["2025 International Joint Conference on Neural Networks (IJCNN)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11227166\/11227148\/11228944.pdf?arnumber=11228944","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:29:03Z","timestamp":1763191743000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11228944\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,30]]},"references-count":21,"URL":"https:\/\/doi.org\/10.1109\/ijcnn64981.2025.11228944","relation":{},"subject":[],"published":{"date-parts":[[2025,6,30]]}}}