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Team streamlines neural networks to be more adept at computing on encrypted data

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BROOKLYN, New York, Wednesday, July 21, 2021 - This week, at the 38th International Conference on Machine Learning (ICML 21), researchers at the NYU Center for Cyber Security at the NYU Tandon School of Engineering are revealing new insights into the basic functions that drive the ability of neural networks to make inferences on encrypted data.
In the paper, DeepReDuce: ReLU Reduction for Fast Private Inference, the team focuses on linear and non-linear operators, key features of neural network frameworks that, depending on the operation, introduce a heavy toll in time and computational resources. When neural networks compute on encrypted data, many of these costs are incurred by rectified linear activation function (ReLU), a non-linear operation. ....

New York , United States , Zahra Ghodsi , Mihalis Maniatakos , Akshaj Veldanda , Nandan Kumar Jha , Siddharth Garg , Brandon Reagen , Tandon School Of Engineering , International Conference On Machine Learning , Us Defense Advanced Research Projects Agency , International Conference , Machine Learning , Cyber Security , Fast Private Inference , Data Protection , Virtual Environments , Advanced Research Projects Agency , Applications Driving , புதியது யார்க் , ஒன்றுபட்டது மாநிலங்களில் , சித்தார்த் கார்க் , டான்டன் பள்ளி ஆஃப் பொறியியல் , சர்வதேச மாநாடு ஆன் இயந்திரம் கற்றல் , சர்வதேச மாநாடு , இயந்திரம் கற்றல் ,

Team streamlines neural networks to be more adept at computing on encrypted data

Team streamlines neural networks to be more adept at computing on encrypted data
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Zahra Ghodsi , Mihalis Maniatakos , Akshaj Veldanda , Nandan Kumar Jha , Siddharth Garg , Brandon Reagen , Tandon School Of Engineering , International Conference On Machine Learning , Us Defense Advanced Research Projects Agency , International Conference , Machine Learning , Cyber Security , Fast Private Inference , Data Protection , Virtual Environments , Advanced Research Projects Agency , Applications Driving , சித்தார்த் கார்க் , டான்டன் பள்ளி ஆஃப் பொறியியல் , சர்வதேச மாநாடு ஆன் இயந்திரம் கற்றல் , சர்வதேச மாநாடு , இயந்திரம் கற்றல் , சைபர் பாதுகாப்பு , தகவல்கள் ப்ரொடெக்ஶந் , மெய்நிகர் சூழல்கள் , பயன்பாடுகள் ஓட்டுதல் ,