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cs.LG2024
Private, Augmentation-Robust and Task-Agnostic Data Valuation Approach for Data Marketplace
Tayyebeh Jahani-Nezhad, Parsa Moradi, Mohammad Ali Maddah-Ali +1
Evaluating datasets in data marketplaces, where the buyer aim to purchase valuable data, is a critical challenge. In this paper, we introduce an innovative task-agnostic data valua…
cs.LG2024
Coded Computing for Resilient Distributed Computing: A Learning-Theoretic Framework
Parsa Moradi, Behrooz Tahmasebi, Mohammad Ali Maddah-Ali
Coded computing has emerged as a promising framework for tackling significant challenges in large-scale distributed computing, including the presence of slow, faulty, or compromise…
cs.LG2024
NeRCC: Nested-Regression Coded Computing for Resilient Distributed Prediction Serving Systems
Parsa Moradi, Mohammad Ali Maddah-Ali
Resilience against stragglers is a critical element of prediction serving systems, tasked with executing inferences on input data for a pre-trained machine-learning model. In this…