Search Results for author: Zeyu Song

Found 5 papers, 1 papers with code

GNNBleed: Inference Attacks to Unveil Private Edges in Graphs with Realistic Access to GNN Models

no code implementations3 Nov 2023 Zeyu Song, Ehsanul Kabir, Shagufta Mehnaz

Graph Neural Networks (GNNs) have increasingly become an indispensable tool in learning from graph-structured data, catering to various applications including social network analysis, recommendation systems, etc.

Recommendation Systems

FLShield: A Validation Based Federated Learning Framework to Defend Against Poisoning Attacks

no code implementations10 Aug 2023 Ehsanul Kabir, Zeyu Song, Md Rafi Ur Rashid, Shagufta Mehnaz

This highlights the need to design FL systems that are secure and robust against malicious participants' actions while also ensuring high utility, privacy of local data, and efficiency.

Autonomous Vehicles Federated Learning

Deep Self-Supervised Representation Learning for Free-Hand Sketch

1 code implementation3 Feb 2020 Peng Xu, Zeyu Song, Qiyue Yin, Yi-Zhe Song, Liang Wang

In this paper, we tackle for the first time, the problem of self-supervised representation learning for free-hand sketches.

Representation Learning Retrieval +1

Mobile big data analysis with machine learning

no code implementations2 Aug 2018 Jiyang Xie, Zeyu Song, Yupeng Li, Zhanyu Ma

Finally, we summarize the main challenges and future development directions of mobile big data analysis.

BIG-bench Machine Learning speech-recognition +1

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