TR2025-110

Photonics × Machine Learning

    •  Kojima, K., Koike-Akino, T., "Photonics × Machine Learning", IEEE Photonics Society Summer Topicals Meeting, July 2025.
      BibTeX TR2025-110 PDF
      • @inproceedings{Kojima2025jul,
      • author = {Kojima, Keisuke and Koike-Akino, Toshiaki},
      • title = {{Photonics × Machine Learning}},
      • booktitle = {IEEE Photonics Society Summer Topicals Meeting},
      • year = 2025,
      • month = jul,
      • url = {https://www.merl.com/publications/TR2025-110}
      • }
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  • Research Area:

    Electronic and Photonic Devices

Abstract:

We will present the recent progress of generative AI for the design of photonic devices, including variable autoencoders and diffusion models, and latent space optimization. We also review our non-traditional way of implementing optical neural networks using data re-uploading technique originally proposed for quantum computing.