Yuzhe Ma

Small is Beautiful: Compressing Deep Neural Networks for Partial Domain Adaptation

2022 · IEEE Transactions on Neural Networks and Learning Systems

Domain adaptation is a promising way to ease the costly data labeling process in the era of deep learning (DL). A practical situation is partial domain adaptation (PDA), where the label space of the target …

Machine Learning-Assisted Design Automation of Integrated Photonic Devices

2025

Photonic inverse design has emerged as a trans-formative approach in the development of integrated photonic devices. The inverse design process primarily relies on two key steps: electromagnetic simulation and optimization algorithms. However, traditional numerical methods …