Researcher profile
Chengliang Zhang
2 papers in the PaperMetrix corpus
Publications
Papers by this author
-
MArk: Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving.
2019 · Rare & Special e-Zone (The Hong Kong University of Science and Technology)
The advances of Machine Learning (ML) have sparked a growing demand of ML-as-a-Service: developers train ML models and publish them in the cloud as online services to provide low-latency inference at scale. The key challenge …
-
BatchCrypt: Efficient homomorphic encryption for cross-silo federated learning
2020 · Rare & Special e-Zone (The Hong Kong University of Science and Technology)
Cross-silo federated learning (FL) enables organizations (e.g., financial or medical) to collaboratively train a machine learning model by aggregating local gradient updates from each client without sharing privacy-sensitive data. To ensure no update is revealed …