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@article{skeislr-csur56, acm = {3645103}, articleno = 161, author = {Ciatto, Giovanni and Sabbatini, Federico and Agiollo, Andrea and Magnini, Matteo and Omicini, Andrea}, dblp = {journals/csur/CiattoSAMO24}, doi = {10.1145/3645103}, eissn = {1557-734}, iris = {11585/969235}, issn = {0360-0300}, journal = {ACM Computing Surveys}, keywords = {Logic; Machine learning theory; Hybrid symbolic-numeric methods; Knowledge representation and reasoning}, month = jun, number = 6, numpages = 35, pages = {161:1--161:35}, publisher = {ACM}, scholar = {13701373869146776438}, scopus = {2-s2.0-85188835517}, semanticscholar = {267611660}, title = {Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review}, url = {https://dl.acm.org/doi/10.1145/3645103}, urlopenaccess = {https://dl.acm.org/doi/pdf/10.1145/3645103}, urlpdf = {https://dl.acm.org/doi/pdf/10.1145/3645103}, volume = 56, wos = {WOS:001208566200027}, year = 2024 }
@article{kins-jlc33, author = {Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, dblp = {journals/logcom/MagniniCO23}, doi = {10.1093/logcom/exad037}, eissn = {1465-363X}, iris = {11585/950567}, issn = {0955-792X}, journal = {Journal of Logic and Computation}, keywords = {neural network, expalinable AI, symbolic knowledge injection, KINS, PSyKI}, month = dec, number = 8, numpages = 19, pages = {1832--1850}, publisher = {Oxford University Press}, scholar = {2353304508513748358}, scopus = {2-s2.0-85179896166}, semanticscholar = {266726315}, title = {Knowledge injection of {D}atalog rules via Neural Network Structuring with {KINS}}, url = {https://academic.oup.com/logcom/article/33/8/1832/7190990}, volume = 33, wos = {WOS:001003002200001}, year = 2023 }
@article{skiqos-jaamas37, articleno = 27, author = {Agiollo, Andrea and Rafanelli, Andrea and Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, dblp = {journals/aamas/AgiolloRMCO23}, doi = {10.1007/s10458-023-09609-6}, iris = {11585/932553}, issn = {1573-7454}, journal = {Autonomous Agents and Multi-Agent Systems}, keywords = {symbolic knowledge injection, quality of service, efficiency, robustness, PSyKI}, month = jun, number = 2, numpages = 30, pages = {27:1-27:30}, scholar = {6493335879803556297}, scopus = {2-s2.0-85162972232}, semanticscholar = {259234850}, title = {Symbolic Knowledge Injection meets Intelligent Agents: {QoS} metrics and experiments}, url = {https://link.springer.com/10.1007/s10458-023-09609-6}, volume = 37, wos = {WOS:001013184000001}, year = 2023 }
@article{skerecommender-cmbp235, acm = {10.1016/j.cmpb.2023.107536}, articleno = 107536, author = {Magnini, Matteo and Ciatto, Giovanni and Cantürk, Furkan and Aydoǧan, Reyhan and Omicini, Andrea}, dblp = {journals/cmpb/MagniniCCAO23}, doi = {10.1016/j.cmpb.2023.107536}, iris = {11585/923772}, issn = {0169-2607}, journal = {Computer Methods and Programs in Biomedicine}, keywords = {explainable artificial intelligence, symbolic knowledge extraction, recommendation systems, nutrition, neural networks}, month = jun, numpages = 32, pubmed = {37060685}, scholar = {14455392383017605572}, scopus = {2-s2.0-85152230884}, semanticscholar = {261426939}, title = {Symbolic Knowledge Extraction for Explainable Nutritional Recommenders}, url = {https://www.sciencedirect.com/science/article/pii/S0169260723002018}, volume = 235, wos = {000983750400001}, year = 2023 }