{"url":"/method/asvi","slug":"asvi","name":"ASVI","full_name":"Automatic Structured Variational Inference","full_name_withheld":false,"description_markdown":"**Automatic Structured Variational Inference (ASVI)** is a fully automated method for constructing structured variational families, inspired by the closed-form update in conjugate Bayesian models. These convex-update families incorporate the forward pass of the input probabilistic program and can therefore capture complex statistical dependencies. Convex-update families have the same space and time complexity as the input probabilistic program and are therefore tractable for a very large family of models including both continuous and discrete variables.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Automatic structured variational inference","paper":"/paper/automatic-structured-variational-inference","first_author":"Luca Ambrogioni","n_authors":7,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/automatic-structured-variational-inference"},"source":{"url":"https://arxiv.org/abs/2002.00643v3","title":"Automatic structured variational inference","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"General","area_id":"general","collection":"Variational Optimization","url":"/methods/category/variational-optimization","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":null,"title":"Automatic variational inference with cascading flows","date":"2021-02-09","arxiv_id":"2102.04801","n_code_links":0,"syntology":null},{"paper":"/paper/automatic-structured-variational-inference","title":"Automatic structured variational inference","date":"2020-02-03","arxiv_id":"2002.00643","n_code_links":2,"syntology":null}],"papers_shown":2,"tasks":[{"task":"/task/variational-inference","name":"Variational Inference","papers":2},{"task":"/task/probabilistic-programming","name":"Probabilistic Programming","papers":1}],"tasks_shown":2,"n_tasks":2,"usage_by_year":[{"year":"2020","papers":1},{"year":"2021","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/asvi"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}