4 papers · 1 filter
Rényi Rate-Distortion-Perception-Privacy Tradeoff under Indirect Observation
Jiahui Wei, Marios Kountouris
We introduce a Rényi Rate-Distortion-Perception-Privacy (R-RDPP) framework for indirect source coding. A latent source~ is correlated with a private attribute~, and the enco…
Non-Asymptotic Achievable Rate-Distortion Region for Indirect Wyner-Ziv Source Coding
Jiahui Wei, Philippe Mary, Elsa Dupraz
In the Wyner-Ziv source coding problem, a source has to be encoded while the decoder has access to side information . This paper investigates the indirect setup, in which a…
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…
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…