2 citations · 2 across the 4 of their papers we have counts for
4 papers
Privacy for Fairness: Information Obfuscation for Fair Representation Learning with Local Differential Privacy
Songjie Xie, Youlong Wu, Jiaxuan Li +2
As machine learning (ML) becomes more prevalent in human-centric applications, there is a growing emphasis on algorithmic fairness and privacy protection. While previous research h…
Deep Learning-Based Adaptive Joint Source-Channel Coding using Hypernetworks
Songjie Xie, Hengtao He, Hongru Li +4
Deep learning-based joint source-channel coding (DJSCC) is expected to be a key technique for {the} next-generation wireless networks. However, the existing DJSCC schemes still fac…
Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation
Songjie Xie, Shuai Ma, Ming Ding +3
Task-oriented communications, mostly using learning-based joint source-channel coding (JSCC), aim to design a communication-efficient edge inference system by transmitting task-rel…
On the Achievable Rate Region of the -Receiver Broadcast Channels via Exhaustive Message Splitting
Rui Tang, Songjie Xie, Youlong Wu
This paper focuses on -receiver discrete-time memoryless broadcast channels (DM-BCs) with private messages, where the transmitter wishes to convey private messages to …