{"doi":"10.1145/3632410.3633295","title":"Deep Tractable Probabilistic Models","abstract":"Probabilistic models deal with uncertainty in data-driven decision-making and modeling in a principled manner. Recent advances in GPU-accelerated computation have enabled probabilistic models to scale to large and complex data sets. However, as models grow in complexity, efficient exact inference (querying the model) becomes a challenge, hindering their feasibility in high-stakes domains like healthcare. This tutorial aims to introduce participants to Deep Tractable Probabilistic Models (DTPMs), a special class of probabilistic models that balance expressiveness and tractability. Participants will learn about the theoretical foundations, practical implementations, and real-world applications of DTPMs.","journal":null,"year":2024,"id":492939,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":0,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9592,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2024-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1339630,"name":"Saurabh Mathur","orcid":"0000-0002-8604-3890","position":1,"is_corresponding":false},{"id":998338,"name":"Athresh Karanam","orcid":"0000-0002-0948-8108","position":2,"is_corresponding":false},{"id":572505,"name":"Sriraam Natarajan","orcid":"0000-0001-9889-6260","position":3,"is_corresponding":false},{"id":1339629,"name":"Sahil Sidheekh","orcid":"0000-0002-5899-6088","position":0,"is_corresponding":true}],"reference_count":5,"raw_metadata":null,"created_at":"2026-07-19T02:09:00.148120Z","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,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}