{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11494589","patent":{"patent_number":"US-11494589","title":"Systems and methods for unifying statistical models for different data modalities","assignee":null,"inventors":[],"filing_date":"2021-03-08T00:00:00.000Z","publication_date":"2022-11-08T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06N","G06N","G06N","G16H","G16H","G06N","G06N"],"num_claims":20,"abstract":"Techniques for performing a prediction task using a multi-modal statistical model configured to receive input data from multiple modalities including input data from a first modality and input data from a second modality different from the first modality. The techniques include: obtaining information specifying the multi-modal statistical model including values of parameters of each of multiple components of the multi-modal statistical model, the multiple components including first and second encoders for processing input data for the first and second modalities, respectively, first and second modality embeddings, a joint-modality representation, and a predictor; obtaining first input data for the first data modality; providing the first input data to the first encoder to generate a first feature vector; identifying a second feature vector using the joint-modality representation, the first modality embedding and the first feature vector; and generating a prediction for the prediction task using the predictor and the second feature vector."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Systems and methods for unifying statistical models for different data modalities","description":"Techniques for performing a prediction task using a multi-modal statistical model configured to receive input data from multiple modalities including input data from a first modality and input data fr","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11494589","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-11494589","citation_suggestion":"Patentable. \"Systems and methods for unifying statistical models for different data modalities\" (US-11494589). https://patentable.app/patents/US-11494589","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11494589","json":"https://patentable.app/api/llm-context/US-11494589","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T21:47:24.748Z"}