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cs.IT2024★ 1 cited
Rate-Loss Regions for Polynomial Regression with Side Information
Jiahui Wei, Philippe Mary, Elsa Dupraz
In the context of goal-oriented communications, this paper addresses the achievable rate versus generalization error region of a learning task applied on compressed data. The study…
cs.IT2024★ 1 cited
Distributed Source Coding for Parametric and Non-Parametric Regression
Jiahui Wei, Elsa Dupraz, Philippe Mary
The design of communication systems dedicated to machine learning tasks is one key aspect of goal-oriented communications. In this framework, this article investigates the interpla…