{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11973785","patent":{"patent_number":"US-11973785","title":"Two-tier cybersecurity method","assignee":null,"inventors":[],"filing_date":"2023-06-19T00:00:00.000Z","publication_date":"2024-04-30T00:00:00.000Z","cpc_codes":["H04L","H04L"],"num_claims":1,"abstract":"The two-tier cybersecurity method applies malware detection to a network. The malware detection is based on a generative adversarial network (GAN). Additionally, each user accesses the network through a privacy-preserving interface which applies a federated learning-based data-sharing model. Known malicious and known benign files are converted into corresponding images, and these corresponding images are used as input sample data for the generative adversarial network for generating a class vector for classifying and identifying malware. A malware detector uses the class vector output by the GAN for malware identification. Additionally, a privacy-preserving interface is established for each user of the network. The privacy-preserving interface is a federated learning-based data-sharing model."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Two-tier cybersecurity method","description":"The two-tier cybersecurity method applies malware detection to a network. The malware detection is based on a generative adversarial network (GAN). Additionally, each user accesses the network through","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11973785","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-11973785","citation_suggestion":"Patentable. \"Two-tier cybersecurity method\" (US-11973785). https://patentable.app/patents/US-11973785","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11973785","json":"https://patentable.app/api/llm-context/US-11973785","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T11:54:12.655Z"}