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cs.LG2024
TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservation
Ahmed Y. Radwan, Mohammad Shehab, Mohamed-Slim Alouini
Natural Language Processing (NLP) operations, such as semantic sentiment analysis and text synthesis, often raise privacy concerns and demand significant on-device computational re…
cs.LG2024
Fed-Sophia: A Communication-Efficient Second-Order Federated Learning Algorithm
Ahmed Elbakary, Chaouki Ben Issaid, Mohammad Shehab +3
Federated learning is a machine learning approach where multiple devices collaboratively learn with the help of a parameter server by sharing only their local updates. While gradie…