W. Wang

Experimental Simulation of Open Quantum System Dynamics via Trotterization

2021 · Physical Review Letters

Digital quantum simulators provide a diversified tool for solving the evolution of quantum systems with complicated Hamiltonians and hold great potential for a wide range of applications. Although much attention is paid to the unitary …

Vision transformers are active learners for image copy detection

2024 · Neurocomputing

Image Copy Detection (ICD) is developed to identify and track duplicated or manipulated images. The majority of existing methods rely on Convolutional Neural Networks (CNNs) and are trained using unsupervised learning techniques, which leads to …

Accelerating Virtual Directed Evolution of Proteins via Reinforcement Learning

2025 · bioRxiv (Cold Spring Harbor Laboratory)

Abstract With the advancement of machine learning methods, the protein fitness landscape can be predicted, providing reliable guidance in the selection of advantageous mutations for the directed evolution of proteins. However, the potential multiple mutational …