{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-10509996","patent":{"patent_number":"US-10509996","title":"Reduction of parameters in fully connected layers of neural networks","assignee":null,"inventors":[],"filing_date":"2016-09-07T00:00:00.000Z","publication_date":"2019-12-17T00:00:00.000Z","cpc_codes":["G06N","G06N"],"num_claims":18,"abstract":"The present disclosure is drawn to the reduction of parameters in fully connected layers of neural networks. For a layer whose output is defined by y=Wx, where y is the output vector, x is the input vector, and W is a matrix of connection parameters, vectors uij and vij are defined and submatrices Wi,j are computed as the outer product of uij and vij, so that Wi,j=vij⊗uij, and W is obtained by appending submatrices Wi,j."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Reduction of parameters in fully connected layers of neural networks","description":"The present disclosure is drawn to the reduction of parameters in fully connected layers of neural networks. For a layer whose output is defined by y=Wx, where y is the output vector, x is the input v","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-10509996","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-10509996","citation_suggestion":"Patentable. \"Reduction of parameters in fully connected layers of neural networks\" (US-10509996). https://patentable.app/patents/US-10509996","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-10509996","json":"https://patentable.app/api/llm-context/US-10509996","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T10:34:58.236Z"}