Search Results for author: Songjie Xie

Found 2 papers, 1 papers with code

Privacy for Fairness: Information Obfuscation for Fair Representation Learning with Local Differential Privacy

no code implementations16 Feb 2024 Songjie Xie, Youlong Wu, Jiaxuan Li, Ming Ding, Khaled B. Letaief

Based on the proposed method, we further develop a variational representation encoding approach that simultaneously achieves fairness and LDP.

Fairness Representation Learning

Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation

1 code implementation21 Sep 2022 Songjie Xie, Shuai Ma, Ming Ding, Yuanming Shi, Mingjian Tang, Youlong Wu

Task-oriented communications, mostly using learning-based joint source-channel coding (JSCC), aim to design a communication-efficient edge inference system by transmitting task-relevant information to the receiver.

Informativeness

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