{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-12008125","patent":{"patent_number":"US-12008125","title":"Privacy filters and odometers for deep learning","assignee":null,"inventors":[],"filing_date":"2021-05-24T00:00:00.000Z","publication_date":"2024-06-11T00:00:00.000Z","cpc_codes":["G06F","G06F","G06F","G06N","G06N","G06N","G06N","G06F"],"num_claims":20,"abstract":"Generally discussed herein are devices, systems, and methods for improving phishing webpage content detection. A method can include instantiating an odometer with a nested privacy filter architecture, the nested privacy filter including privacy filters of different, increasing sizes, training a DL model, maintaining, during training and by a privacy odometer that operates using the nested privacy filter, a running total of privacy loss budget consumed by the training, and responsive to a query for the total privacy loss budget consumed, returning, by the odometer, a size of a smallest privacy filter of the nested privacy filters that is bigger than the running total of the privacy loss budget."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Privacy filters and odometers for deep learning","description":"Generally discussed herein are devices, systems, and methods for improving phishing webpage content detection. A method can include instantiating an odometer with a nested privacy filter architecture,","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-12008125","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-12008125","citation_suggestion":"Patentable. \"Privacy filters and odometers for deep learning\" (US-12008125). https://patentable.app/patents/US-12008125","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-12008125","json":"https://patentable.app/api/llm-context/US-12008125","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T09:45:13.509Z"}