Zobrazeno 1 - 10
of 341
pro vyhledávání: '"Moinuddin, K."'
Autor:
Kariyappa, Sanjay, Guo, Chuan, Maeng, Kiwan, Xiong, Wenjie, Suh, G. Edward, Qureshi, Moinuddin K, Lee, Hsien-Hsin S.
Federated learning (FL) aims to perform privacy-preserving machine learning on distributed data held by multiple data owners. To this end, FL requires the data owners to perform training locally and share the gradient updates (instead of the private
Externí odkaz:
http://arxiv.org/abs/2209.05578
Publikováno v:
2023 53rd IEEE/IFIP DSN, Porto, Portugal, 2023, pp. 14-27
The security goals of cloud providers and users include memory confidentiality and integrity, which requires implementing Replay-Attack protection (RAP). RAP can be achieved using integrity trees or mutually authenticated channels. Integrity trees in
Externí odkaz:
http://arxiv.org/abs/2209.00685
Split learning is a popular technique used for vertical federated learning (VFL), where the goal is to jointly train a model on the private input and label data held by two parties. This technique uses a split-model, trained end-to-end, by exchanging
Externí odkaz:
http://arxiv.org/abs/2112.01299
User-facing software services are becoming increasingly reliant on remote servers to host Deep Neural Network (DNN) models, which perform inference tasks for the clients. Such services require the client to send input data to the service provider, wh
Externí odkaz:
http://arxiv.org/abs/2104.02261
Deep Neural Networks (DNNs) are susceptible to model stealing attacks, which allows a data-limited adversary with no knowledge of the training dataset to clone the functionality of a target model, just by using black-box query access. Such attacks ar
Externí odkaz:
http://arxiv.org/abs/1911.07100
This paper investigates bandwidth-efficient DRAM caching for hybrid DRAM + 3D-XPoint memories. 3D-XPoint is becoming a viable alternative to DRAM as it enables high-capacity and non-volatile main memory systems; however, 3D-XPoint has 4-8x slower rea
Externí odkaz:
http://arxiv.org/abs/1907.02184
Autor:
Young, Vinson, Qureshi, Moinuddin K.
This paper investigates intelligent replacement policies for improving the hit-rate of gigascale DRAM caches. Cache replacement policies are commonly used to improve the hit-rate of on-chip caches. The most effective replacement policies often requir
Externí odkaz:
http://arxiv.org/abs/1907.02167
Lookout for Zombies: Mitigating Flush+Reload Attack on Shared Caches by Monitoring Invalidated Lines
OS-based page sharing is a commonly used optimization in modern systems to reduce memory footprint. Unfortunately, such sharing can cause Flush+Reload cache attacks, whereby a spy periodically flushes a cache line of shared data (using the clflush in
Externí odkaz:
http://arxiv.org/abs/1906.02362
Autor:
Tannu, Swamit S., Das, Poulami, Lewis, Michael L., Krick, Robert, Carmean, Douglas M., Qureshi, Moinuddin K.
As the scaling of conventional CMOS-based technologies slows down, there is growing interest in alternative technologies that can improve performance or energy-efficiency. Superconducting circuits based on Josephson Junction (JJ) is an emerging techn
Externí odkaz:
http://arxiv.org/abs/1902.04641