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Better paths yield better AI: Enhancing pre-existing architectures

Better paths yield better AI: Enhancing pre-existing architectures
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Roni Vardi , Yarden Tzach , Ido Kanter , Gonda Goldschmied Multidisciplinary Brain Research Center , Ilan Department Of Physics , Ilan University , Bar Ilan University , Scientific Reports , Google Maps , Multidisciplinary Brain Research Center ,

Improved Paths Enhance AI Performance

Improved Paths Enhance AI Performance
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Roni Vardi , Ido Kanter , Yarden Tzach , Ilan Department Of Physics , Gonda Goldschmied Multidisciplinary Brain Research Center , Ilan University , Deep Learning , Scientific Reports , Bar Ilan University , Google Maps , Multidisciplinary Brain Research Center ,

Better Paths Yield Better AI

Better Paths Yield Better AI
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Roni Vardi , Yarden Tzach , Ido Kanter , Gonda Goldschmied Multidisciplinary Brain Research Center , Ilan University , Ilan Department Of Physics , Deep Learning , Scientific Reports , Bar Ilan University , Google Maps , Multidisciplinary Brain Research Center ,

Better paths yield better AI

Deep Learning (DL) performs classification tasks using a series of layers. To effectively execute these tasks, local decisions are performed progressively along the layers. But can we perform an all-encompassing decision by choosing the most influential path to the output rather than performing these decisions locally? In an article published today in Scientific Reports, researchers from Bar-Ilan University in Israel answer this question with a resounding "yes". Pre-existing deep architectures have been improved by updating the most influential paths to the output. ....

Roni Vardi , Yarden Tzach , Ido Kanter , Ilan Department Of Physics , Ilan University , Gonda Goldschmied Multidisciplinary Brain Research Center , Deep Learning , Scientific Reports , Bar Ilan University , Google Maps , Multidisciplinary Brain Research Center ,