{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11531900","patent":{"patent_number":"US-11531900","title":"Imitation learning for machine learning systems with synthetic data generators","assignee":null,"inventors":[],"filing_date":"2022-07-05T00:00:00.000Z","publication_date":"2022-12-20T00:00:00.000Z","cpc_codes":["G06N","G06F","G06N","G06N","G06N","G06N","G06N","G06N","G06N","G06N","G06N","G06F","G06F","G06N"],"num_claims":45,"abstract":"Computer systems and methods cooperatively train multiple generators and a classifier. Cooperative training includes: training, through machine learning, the multiple generators such that each generator is trained according to a first objective to output examples of a designated classification category; training, through machine learning, the classifier to determine, for each generated by the multiple generators, which of the multiple generators generated the example; and back-propagating partial derivatives of an error cost function from the classifier to the multiple generators."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Imitation learning for machine learning systems with synthetic data generators","description":"Computer systems and methods cooperatively train multiple generators and a classifier. Cooperative training includes: training, through machine learning, the multiple generators such that each generat","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11531900","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-11531900","citation_suggestion":"Patentable. \"Imitation learning for machine learning systems with synthetic data generators\" (US-11531900). https://patentable.app/patents/US-11531900","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11531900","json":"https://patentable.app/api/llm-context/US-11531900","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T14:05:48.259Z"}