2 papers
cs.LG2025
NITRO-D: Native Integer-only Training of Deep Convolutional Neural Networks
Alberto Pirillo, Luca Colombo, Manuel Roveri
Quantization is a pivotal technique for managing the growing computational and memory demands of Deep Neural Networks (DNNs). By reducing the number of bits used to represent weigh…
cs.LG2025
ReBoot: Encrypted Training of Deep Neural Networks with CKKS Bootstrapping
Alberto Pirillo, Luca Colombo
Growing concerns over data privacy underscore the need for deep learning methods capable of processing sensitive information without compromising confidentiality. Among privacy-enh…