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US Patent 11928582 System, media, and method for deep learning

Patent 11928582 was granted and assigned to Cadence Design Systems on March, 2024 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
0

Patent attributes

Patent Applicant
Cadence Design Systems
Cadence Design Systems
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Current Assignee
Cadence Design Systems
Cadence Design Systems
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
119285820
Patent Inventor Names
Frank E. Gennari0
Haoyu Yang0
Ya-Chieh Lai0
Piyush Pathak0
Date of Patent
March 12, 2024
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Patent Application Number
162375240
Date Filed
December 31, 2018
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Patent Citations
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US Patent 11410076 Decentralized multi-task machine learned parameters
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US Patent 11537134 Generating environmental input encoding for training neural networks
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Patent Primary Examiner
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George Giroux
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CPC Code
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G06N 3/0427
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G06N 3/08
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Patent abstract

Embodiments of the invention provide a system, media, and method for deep learning applications in physical design verification. Generally, the approach includes maintaining a pattern library for use in training machine learning model(s). The pattern library being generated adaptively and supplemented with new patterns after review of new patterns. In some embodiments, multiple types of information may be included in the pattern library, including validation data, and parameter and anchoring data used to generate the patterns. In some embodiments, the machine learning processes are combined with traditional design rule analysis. The patterns being generated and adapted using a lossless process that encodes the information of a corresponding area of a circuit layout.

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