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How do neural networks learn? A mathematical formula explains how they detect relevant patterns

Researchers found that a formula used in statistical analysis provides a streamlined mathematical description of how neural networks, such as GPT-2, a precursor

San diegoUnited statesUniversity of california san diegoDaniel beagleholeMikhail belkinParthe panditHarvard school of engineeringInstitute for optimization at scaleUc san diego halicioglu data science instituteUc san diego department of computer scienceBroad instituteSimons foundation for the collaborationNational science foundationCalifornia san diegoDiego departmentComputer science

Mathematical Formula Unveils Neural Networks Learning Process

Mathematical Formula Unveils Neural Networks Learning Process
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San diegoUnited statesUniversity of california san diegoParthe panditMikhail belkinDaniel beagleholeBroad instituteSimons foundation for the collaborationUc san diego department of computer scienceHarvard school of engineeringInstitute for optimization at scaleUc san diego halicioglu data science instituteNational science foundationCalifornia san diegoDiego departmentComputer science

How do neural networks learn? A mathematical

How do neural networks learn? A mathematical
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San diegoUnited statesUniversity of california san diegoMikhail belkinDaniel beagleholeParthe panditBroad instituteUc san diego halicioglu data science instituteSimons foundation for the collaborationMethod of researchUc san diego department of computer scienceNational science foundationHarvard school of engineeringInstitute for optimization at scaleCalifornia san diegoDiego department

Efficient, Low-Cost Password Update Campaign Strategies

Efficient, Low-Cost Password Update Campaign Strategies
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University of california san diegoUnited statesSan diegoGeoffreym voelkerJoel klein jacobsStefan savageAriana mirianIrwin markUc san diego centerNational science foundationUc san diego department of computer scienceDepartment of computer scienceInformation technology servicesCalifornia san diegoAnnual computer security applications conferenceDiego department

Bringing together real-world sensors and VR to improve building maintenance

Bringing together real-world sensors and VR to improve building maintenance
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San diegoUnited statesCarnegie mellonRajesh guptaRajeshk guptaXiaohan fuHalicioglu data science instituteUc san diego department of computer scienceResearch centerUc san diego halicioglu data science instituteSemiconductor research corporationDiego halicioglu data science instituteDiego departmentComputer science