← Search

Jieming Yin

2 accepted papers

2023

COLA: Orchestrating Error Coding and Learning for Robust Neural Network Inference Against Hardware Defects

ICML 2023poster

Error correcting output codes (ECOCs) have been proposed to improve the robustness of deep neural networks (DNNs) against hardware defects of DNN hardware accelerators. Unfortunately, existing efforts suffer from drawbacks that would greatly impact their practicality: 1) robust accuracy (with defect…

Cited by 3SourcePDFScholar
2022

CryptoGCN: Fast and Scalable Homomorphically Encrypted Graph Convolutional Network Inference

NeurIPS 2022accept

Recently cloud-based graph convolutional network (GCN) has demonstrated great success and potential in many privacy-sensitive applications such as personal healthcare and financial systems. Despite its high inference accuracy and performance on the cloud, maintaining data privacy in GCN inference, w…