Metasurfaces have revolutionized the development of photonic devices by enabling unprecedented precision in light manipulation. However, their design processes are often constrained by computationally expensive simulations and complex high-dimensional design spaces. Although deep learning has accelerated the design pro...
Huanshu Zhang, Kegeng Tang, Lei Kang et al.· Advanced Photonics· 1 citation
Metasurfaces have revolutionized the development of photonic devices by enabling unprecedented precision in light manipulation. However, their design processes are often constrained by computationally expensive simulations and complex high-dimensional design spaces. Although deep learning has accelerated the design pro...
Huanshu Zhang, Kegeng Tang, Lei Kang et al.· 1 citation
These results show that a shared sequence-based LLM interface can provide a practical route to cross-family metasurface design while reducing the need for task-specific surrogate architectures.
Huanshu Zhang, Lei Kang, Yu-Yan Chen et al.· Nano letters (Print)· 0 citations
This review surveys how Large Language Models are adding semantic interfaces, code generation, and tool orchestration to established numerical nanophotonic workflows, and looks ahead to the next generation of multimodal foundation models with physical perception capabilities.
Huanshu Zhang, Kegeng Tang, Lei Kang et al.· 1 citation
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