Hongli Xu

PrivSet: Set-Valued Data Analyses with Locale Differential Privacy

2018

Set-valued data is useful for representing a rich family of information in numerous areas, such as market basket data of online shopping, apps on mobile phones and web browsing history. By analyzing set-valued data that …

Quantum Data Networking for Distributed Quantum Computing: Opportunities and Challenges

2022 · IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)

Quantum Data Networking can significantly transform the landscape of quantum computing by enabling several small quantum computers (QCs) to form a distributed system to achieve the same computing power as a large quantum computer which …

Enhancing Federated Learning with In-Cloud Unlabeled Data

2022 · 2022 IEEE 38th International Conference on Data Engineering (ICDE)

Federated learning (FL) has been widely applied to collaboratively train deep learning (DL) models on massive end devices (i.e., clients). Due to the limited storage capacity and high labeling cost, there are always insufficient data …

Adaptive Block-Wise Regularization and Knowledge Distillation for Enhancing Federated Learning

2023 · IEEE/ACM Transactions on Networking

Federated Learning (FL) is a distributed model training framework that allows multiple clients to collaborate on training a global model without disclosing their local data in edge computing (EC) environments. However, FL usually faces statistical …

EPS Placement and Lightweight Entanglement Routing for Quantum Data Networks

2024

Entanglement routing in quantum data networks plays a vital role to support various quantum applications. Existing works on entanglement routing either ignored the Entangled Photon Source (EPS) placement issue or simply assumed a pool of …

Multi-Tenant Deployment with Anomaly Isolation in Public Clouds

2025

Cloud vendors provide network services to tenants through shared service nodes, which may cause the abnormal traffic of one tenant to affect others. Deploying auxiliary systems such as firewalls will reduce the frequency of abnormal …