{"url":"/method/ctab-gan","slug":"ctab-gan","name":"CTAB-GAN","full_name":"CTAB-GAN","full_name_withheld":false,"description_markdown":"**CTAB-GAN** is a model for conditional tabular data generation. The generator and discriminator utilize the [DCGAN](https://paperswithcode.com/method/dcgan) architecture. An [auxiliary classifier](https://paperswithcode.com/method/auxiliary-classifier) is also used with an MLP architecture.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Effective and Privacy preserving Tabular Data Synthesizing","paper":"/paper/effective-and-privacy-preserving-tabular-data","first_author":"Aditya Kunar","n_authors":1,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/effective-and-privacy-preserving-tabular-data"},"source":{"url":"https://arxiv.org/abs/2108.10064v1","title":"Effective and Privacy preserving Tabular Data Synthesizing","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":"Tabular Data Generation","url":"/methods/category/tabular-data-generation","pwc_aliases":[]},{"area":"Computer Vision","area_id":"computer-vision","collection":"Generative Adversarial Networks","url":"/methods/category/generative-adversarial-networks","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":null,"title":"Permutation-Invariant Tabular Data Synthesis","date":"2022-11-17","arxiv_id":"2211.09286","n_code_links":0,"syntology":null},{"paper":"/paper/effective-and-privacy-preserving-tabular-data","title":"Effective and Privacy preserving Tabular Data Synthesizing","date":"2021-08-11","arxiv_id":"2108.10064","n_code_links":0,"syntology":null}],"papers_shown":2,"tasks":[{"task":"/task/attribute","name":"Attribute","papers":1},{"task":"/task/privacy-preserving","name":"Privacy Preserving","papers":1}],"tasks_shown":2,"n_tasks":2,"usage_by_year":[{"year":"2021","papers":1},{"year":"2022","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/ctab-gan"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}