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08/01/2022
AI Augmented Edge and Fog Computing: Trends and Challenges
In recent years, the landscape of computing paradigms has witnessed a gr...
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05/04/2022
SMLT: A Serverless Framework for Scalable and Adaptive Machine Learning Design and Training
In today's production machine learning (ML) systems, models are continuo...
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02/01/2021
Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning
Data heterogeneity has been identified as one of the key features in fed...
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01/25/2020
TiFL: A Tier-based Federated Learning System
Federated Learning (FL) enables learning a shared model across many clie...
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07/07/2019