2025
Deep Bayesian active learning using in-memory computing hardware.
Nat. Comput. Sci., January, 2025

2023
Uncertainty quantification via a memristor Bayesian deep neural network for risk-sensitive reinforcement learning.
Nat. Mac. Intell., July, 2023

BETTER: Bayesian-Based Training and Lightweight Transfer Architecture for Reliable and High-Speed Memristor Neural Network Deployment.
IEEE Trans. Circuits Syst. II Express Briefs, June, 2023

A High-Speed and High-Efficiency Diverse Error Margin Write-Verify Scheme for an RRAM-Based Neuromorphic Hardware Accelerator.
IEEE Trans. Circuits Syst. II Express Briefs, April, 2023

2021
An On-chip Layer-wise Training Method for RRAM based Computing-in-memory Chips.
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021