{"doi":"10.1145/2939672.2939778","title":"\"Why Should I Trust You?\"","abstract":"Despite widespread adoption, machine learning models remain mostly black boxes. Understanding the reasons behind predictions is, however, quite important in assessing trust, which is fundamental if one plans to take action based on a prediction, or when choosing whether to deploy a new model. Such understanding also provides insights into the model, which can be used to transform an untrustworthy model or prediction into a trustworthy one.","journal":"Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","year":2016,"id":11779,"datarank":18.798243404255903,"base_score":9.58932460283475,"endowment":9.58932460283475,"self_citation_contribution":1.4383986904252128,"citation_network_contribution":17.35984471383069,"self_endowment_contribution":1.4383986904252128,"citer_contribution":17.35984471383069,"corpus_percentile":96.2,"corpus_rank":649,"citation_count":14607,"citer_count":197,"citers_with_citation_signal":197,"citers_with_endowment":197,"datacite_reuse_total":0,"is_dataset":false,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2016-08-13","authors":[{"id":94722,"name":"Sameer Singh","orcid":"0000-0003-0621-6323","position":1,"is_corresponding":false},{"id":62276,"name":"Carlos Guestrin","orcid":"0000-0001-6348-5939","position":2,"is_corresponding":false},{"id":94723,"name":"Marco Túlio Ribeiro","orcid":"0000-0002-3301-1297","position":3,"is_corresponding":false},{"id":94721,"name":"Marco Tulio Ribeiro","orcid":null,"position":0,"is_corresponding":true}],"reference_count":29,"raw_metadata":{"citation_network_status":"fetched"},"created_at":"2026-03-01T18:20:47.508186Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}