Data Placement for Heterogeneous Memory Systems

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Showing 1 - 10 results of 22

2023

Heterogeneous memory systems: data placement and homomorphically encrypted deep learning inference

International Conference on Advances in Computing Technologies and AI (ACAI)

A. J. Pena
Seamless heterogeneous memory management via the ecoHMEM methodology

15th Joint Laboratory for Exascale Computing (JLESC) Workshop

H. Elshazly, and A. J. Pena
HomE: Enabling homomorphic encryption of DL, a (recently started) ERC Consolidator Grant

15th Joint Laboratory for Exascale Computing (JLESC) Workshop

A. J. Pena

2022

ecoHMEM: Improving Object Placement Methodology for Hybrid Memory Systems in HPC

IEEE International Conference on Cluster Computing (CLUSTER)

M. Jorda, S. Rai, E. Ayguadé, J. Labarta, and A. J. Pena
Enabling Homomorphically Encrypted Inference for Large DNN Models

IEEE Transactions on Computers

G. Lloret-Talavera, M. Jorda, H. Servat, F. Boemer, C. Chauhan, S. Tomishima, N. N. Shah, and A. J. Pena

2021

Breaking the DRAM size wall for DNN inference and homomorphic encryption

Intel Vendor Use-Case, ISC High Performance

A. J. Pena

2020

Optane PMem as an enabler for large DNN models with homomorphic encryption

Intel Extreme Performance Users Group (IXPUG) Annual Conference

G. Lloret-Talavera, M. Jorda, H. Servat, F. Boemer, C. Chauhan, S. Tomishima, N. N. Shah, and A. J. Pena
A software ecosystem to save money in DRAM and increase performance with Optane DIMMs

Intel HPC + AI Pavilion

A. J. Pena

2019

A novel tool for analysing benefits of data placement in multi-level memory hierarchies

Panel on Multi-Level Memory and Storage for HPC, Data Analytics & AI. ISC High Performance

A. J. Pena
Easing the use of Optane DIMMs as part of heterogeneous memory systems

Intel HPC Developer Conference

M. Jorda, H. Servat, J. Labarta, and A. J. Pena

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