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08/01/2023
The MPI + CUDA Gaia AVU-GSR Parallel Solver Toward Next-generation Exascale Infrastructures
We ported to the GPU with CUDA the Astrometric Verification Unit-Global ...
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03/31/2023
Benchmarking FedAvg and FedCurv for Image Classification Tasks
Classic Machine Learning techniques require training on data available i...
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03/19/2023
Experimenting with Normalization Layers in Federated Learning on non-IID scenarios
Training Deep Learning (DL) models require large, high-quality datasets,...
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03/08/2023
Model-Agnostic Federated Learning
Since its debut in 2016, Federated Learning (FL) has been tied to the in...
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02/15/2023
Experimenting with Emerging ARM and RISC-V Systems for Decentralised Machine Learning
Decentralised Machine Learning (DML) enables collaborative machine learn...
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02/15/2023
A Federated Learning Benchmark for Drug-Target Interaction
Aggregating pharmaceutical data in the drug-target interaction (DTI) dom...
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12/22/2022
The Gaia AVU-GSR parallel solver: preliminary studies of a LSQR-based application in perspective of exascale systems
The Gaia Astrometric Verification Unit-Global Sphere Reconstruction (AVU...
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06/21/2022
Neural Transformers for Intraductal Papillary Mucosal Neoplasms (IPMN) Classification in MRI images
Early detection of precancerous cysts or neoplasms, i.e., Intraductal Pa...
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06/20/2022
Decentralized Distributed Learning with Privacy-Preserving Data Synthesis
In the medical field, multi-center collaborations are often sought to yi...
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08/02/2021
Bringing AI pipelines onto cloud-HPC: setting a baseline for accuracy of COVID-19 AI diagnosis
HPC is an enabling platform for AI. The introduction of AI workloads in ...
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02/04/2020
StreamFlow: cross-breeding cloud with HPC
Workflows are among the most commonly used tools in a variety of executi...
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06/25/2018