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quant-ph2022★ 4 cited
Accelerating the training of single-layer binary neural networks using the HHL quantum algorithm
Sonia Lopez Alarcon, Cory Merkel, Martin Hoffnagle +2
Binary Neural Networks are a promising technique for implementing efficient deep models with reduced storage and computational requirements. The training of these is however, still…
cs.LG2022
Enhancing Adversarial Attacks on Single-Layer NVM Crossbar-Based Neural Networks with Power Consumption Information
Cory Merkel
Adversarial attacks on state-of-the-art machine learning models pose a significant threat to the safety and security of mission-critical autonomous systems. This paper considers th…