- Kojima, K., Koike-Akino, T., "Universal Photonic Neural Networks with Quantum-Free Data Reuploading", SPIE Photonics for Quantum, DOI: 10.1117/12.3023231, June 2024.
BibTeX TR2024-074 PDF- @inproceedings{Kojima2024jun,
- author = {Kojima, Keisuke and Koike-Akino, Toshiaki}},
- title = {Universal Photonic Neural Networks with Quantum-Free Data Reuploading},
- booktitle = {SPIE Photonics for Quantum},
- year = 2024,
- month = jun,
- publisher = {SPIE},
- doi = {10.1117/12.3023231},
- url = {https://www.merl.com/publications/TR2024-074}
- }
- Koike-Akino, T., Jung, M., Chakrabarty, A., Wang, Y., Kojima, K., Brand, M., "Bayesian Optimization for Nested Adversarial Variational Autoencoder in Tunable Nanophotonic Device Design", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_FS.2023.FW4C.7, May 2023.
BibTeX TR2023-036 PDF- @inproceedings{Koike-Akino2023may,
- author = {Koike-Akino, Toshiaki and Jung, Minwoo and Chakrabarty, Ankush and Wang, Ye and Kojima, Keisuke and Brand, Matthew},
- title = {Bayesian Optimization for Nested Adversarial Variational Autoencoder in Tunable Nanophotonic Device Design},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2023,
- month = may,
- doi = {10.1364/CLEO_FS.2023.FW4C.7},
- url = {https://www.merl.com/publications/TR2023-036}
- }
- Kojima, K., Koike-Akino, T., Wang, Y., Jung Minwoo, , Brand, M., "Inverse design of two-dimensional freeform metagrating using an adversarial conditional variational autoencoder", SPIE Photonics West, DOI: 10.1117/12.2650299, January 2023.
BibTeX TR2023-004 PDF- @inproceedings{Kojima2023jan,
- author = {Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Jung Minwoo and Brand, Matthew},
- title = {Inverse design of two-dimensional freeform metagrating using an adversarial conditional variational autoencoder},
- booktitle = {Proc. SPIE 12431, Photonic and Phononic Properties of Engineered Nanostructures XIII},
- year = 2023,
- month = jan,
- publisher = {SPIE},
- doi = {10.1117/12.2650299},
- url = {https://www.merl.com/publications/TR2023-004}
- }
- Skvortcov, P., Koike-Akino, T., Millar, D.S., Kojima, K., Parsons, K., "Dual Coding Concatenation for Burst-Error Correction in Probabilistic Amplitude Shaping", IEEE Journal of Lightwave Technology, DOI: 10.1109/JLT.2022.3178675, Vol. 40, No. 16, pp. 5502-5513, November 2022.
BibTeX TR2022-145 PDF- @article{Skvortcov2022nov,
- author = {Skvortcov, Pavel and Koike-Akino, Toshiaki and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {Dual Coding Concatenation for Burst-Error Correction in Probabilistic Amplitude Shaping},
- journal = {IEEE Journal of Lightwave Technology},
- year = 2022,
- volume = 40,
- number = 16,
- pages = {5502--5513},
- month = nov,
- doi = {10.1109/JLT.2022.3178675},
- issn = {1558-2213},
- url = {https://www.merl.com/publications/TR2022-145}
- }
- Li, X., Kojima, K., Brand, M., "Predicting Long- and Variable-Distance Coupling Effects in Metasurface Optics", IEEE Photonics Conference (IPC), DOI: 10.1109/IPC48725.2021.9593086, October 2021, pp. 1-2.
BibTeX TR2021-140 PDF- @inproceedings{Li2021oct,
- author = {Li, Xinhao and Kojima, Keisuke and Brand, Matthew},
- title = {Predicting Long- and Variable-Distance Coupling Effects in Metasurface Optics},
- booktitle = {IEEE Photonics Conference (IPC)},
- year = 2021,
- pages = {1--2},
- month = oct,
- doi = {10.1109/IPC48725.2021.9593086},
- url = {https://www.merl.com/publications/TR2021-140}
- }
- Koike-Akino, T., Wang, Y., Kojima, K., Parsons, K., Yoshida, T., "Zero-Multiplier Sparse DNN Equalization for Fiber-Optic QAM Systems with Probabilistic Amplitude Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/ECOC52684.2021.9605870, September 2021.
BibTeX TR2021-110 PDF Presentation- @inproceedings{Koike-Akino2021sep,
- author = {Koike-Akino, Toshiaki and Wang, Ye and Kojima, Keisuke and Parsons, Kieran and Yoshida, Tsuyoshi},
- title = {Zero-Multiplier Sparse DNN Equalization for Fiber-Optic QAM Systems with Probabilistic Amplitude Shaping},
- booktitle = {European Conference on Optical Communication (ECOC)},
- year = 2021,
- month = sep,
- publisher = {IEEE},
- doi = {10.1109/ECOC52684.2021.9605870},
- isbn = {978-1-6654-3868-1},
- url = {https://www.merl.com/publications/TR2021-110}
- }
- Skvortcov, P., Koike-Akino, T., Millar, D.S., Kojima, K., Parsons, K., "Dual Coding Concatenation for Burst-Error Correction in Probabilistic Amplitude Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/ECOC52684.2021.9605842, September 2021.
BibTeX TR2021-111 PDF Presentation- @inproceedings{Skvortcov2021sep2,
- author = {Skvortcov, Pavel and Koike-Akino, Toshiaki and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {Dual Coding Concatenation for Burst-Error Correction in Probabilistic Amplitude Shaping},
- booktitle = {European Conference on Optical Communication (ECOC)},
- year = 2021,
- month = sep,
- publisher = {IEEE},
- doi = {10.1109/ECOC52684.2021.9605842},
- isbn = {978-1-6654-3868-1},
- url = {https://www.merl.com/publications/TR2021-111}
- }
- Skvortcov, P., Millar, D.S., Phillips, I., Forysiak, W., Koike-Akino, T., Kojima, K., Parsons, K., "Experimental Analysis of Mismatched Soft-Demapping for Probabilistic Shaping in Short-Reach Nonlinear Transmission", European Conference on Optical Communication (ECOC), DOI: 10.1109/ECOC52684.2021.9605820, September 2021.
BibTeX TR2021-109 PDF- @inproceedings{Skvortcov2021sep,
- author = {Skvortcov, Pavel and Millar, David S. and Phillips, Ian and Forysiak, Wladek and Koike-Akino, Toshiaki and Kojima, Keisuke and Parsons, Kieran},
- title = {Experimental Analysis of Mismatched Soft-Demapping for Probabilistic Shaping in Short-Reach Nonlinear Transmission},
- booktitle = {European Conference on Optical Communication (ECOC)},
- year = 2021,
- month = sep,
- publisher = {IEEE},
- doi = {10.1109/ECOC52684.2021.9605820},
- isbn = {978-1-6654-3868-1},
- url = {https://www.merl.com/publications/TR2021-109}
- }
- Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Jha, D.K., Parsons, K., Qi, M., "Nano-Optic Broadband Power Splitter Design via Cycle-Consistent Adversarial Deep Learning", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_SI.2021.SW4E.1, May 2021.
BibTeX TR2021-045 PDF Presentation- @inproceedings{Tang2021may3,
- author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh K. and Parsons, Kieran and Qi, Minghao},
- title = {Nano-Optic Broadband Power Splitter Design via Cycle-Consistent Adversarial Deep Learning},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2021,
- month = may,
- doi = {10.1364/CLEO_SI.2021.SW4E.1},
- url = {https://www.merl.com/publications/TR2021-045}
- }
- Kojima, K., Tang, Y., Koike-Akino, T., Wang, Y., Jha, D.K., TaherSima, M., Parsons, K., "Application of Deep Learning for Nanophotonic Device Design", SPIE Photonics West, Bahram Jalali and Ken-ichi Kitayama, Eds., DOI: 10.1117/12.2579104, March 2021.
BibTeX TR2020-182 PDF Video- @inproceedings{Kojima2021mar,
- author = {Kojima, Keisuke and Tang, Yingheng and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh K. and TaherSima, Mohammad and Parsons, Kieran},
- title = {Application of Deep Learning for Nanophotonic Device Design},
- booktitle = {SPIE Photonics West},
- year = 2021,
- editor = {Bahram Jalali and Ken-ichi Kitayama},
- month = mar,
- publisher = {SPIE},
- doi = {10.1117/12.2579104},
- url = {https://www.merl.com/publications/TR2020-182}
- }
- Skvortcov, P., Phillips, I., Forysiak, W., Koike-Akino, T., Kojima, K., Parsons, K., Millar, D.S., "Huffman-Coded Sphere Shaping for Extended-Reach Single-Span Links", IEEE Journal of Selected Topics in Quantum Electronics, DOI: 10.1109/JSTQE.2021.3055476, Vol. 27, No. 3, February 2021.
BibTeX TR2021-007 PDF- @article{Skvortcov2021feb,
- author = {Skvortcov, Pavel and Phillips, Ian and Forysiak, Wladek and Koike-Akino, Toshiaki and Kojima, Keisuke and Parsons, Kieran and Millar, David S.},
- title = {Huffman-Coded Sphere Shaping for Extended-Reach Single-Span Links},
- journal = {IEEE Journal of Selected Topics in Quantum Electronics},
- year = 2021,
- volume = 27,
- number = 3,
- month = feb,
- doi = {10.1109/JSTQE.2021.3055476},
- issn = {1558-4542},
- url = {https://www.merl.com/publications/TR2021-007}
- }
- Kojima, K., TaherSima, M., Koike-Akino, T., Jha, D.K., Tang, Y., Wang, Y., Parsons, K., "Deep Neural Networks for Inverse Design of Nanophotonic Devices", IEEE Journal of Lightwave Technology, DOI: 10.1109/JLT.2021.3050083, January 2021.
BibTeX TR2021-001 PDF- @article{Kojima2021jan,
- author = {Kojima, Keisuke and TaherSima, Mohammad and Koike-Akino, Toshiaki and Jha, Devesh K. and Tang, Yingheng and Wang, Ye and Parsons, Kieran},
- title = {Deep Neural Networks for Inverse Design of Nanophotonic Devices},
- journal = {IEEE Journal of Lightwave Technology},
- year = 2021,
- month = jan,
- doi = {10.1109/JLT.2021.3050083},
- issn = {1558-2213},
- url = {https://www.merl.com/publications/TR2021-001}
- }
- Talreja, V., Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "End-to-End Deep Learning for Phase Noise-Robust Multi-Dimensional Geometric Shaping", European Conference on Optical Communication (ECOC), DOI: 10.1109/ECOC48923.2020.9333382, November 2020.
BibTeX TR2020-155 PDF Video- @inproceedings{Talreja2020nov,
- author = {Talreja, Veeru and Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {End-to-End Deep Learning for Phase Noise-Robust Multi-Dimensional Geometric Shaping},
- booktitle = {European Conference on Optical Communication (ECOC)},
- year = 2020,
- month = nov,
- publisher = {IEEE},
- doi = {10.1109/ECOC48923.2020.9333382},
- isbn = {978-1-7281-7361-0},
- url = {https://www.merl.com/publications/TR2020-155}
- }
- Atalar, O., Millar, D.S., Wang, P., Koike-Akino, T., Kojima, K., Orlik, P.V., Parsons, K., "Spectrally sparse optical coherence tomography", Optics Express, DOI: 10.1364/OE.409539, Vol. 28, No. 25, pp. 37798-37810, October 2020.
BibTeX TR2020-156 PDF- @article{Atalar2020oct,
- author = {Atalar, Okan and Millar, David S. and Wang, Pu and Koike-Akino, Toshiaki and Kojima, Keisuke and Orlik, Philip V. and Parsons, Kieran},
- title = {Spectrally sparse optical coherence tomography},
- journal = {Optics Express},
- year = 2020,
- volume = 28,
- number = 25,
- pages = {37798--37810},
- month = oct,
- doi = {10.1364/OE.409539},
- url = {https://www.merl.com/publications/TR2020-156}
- }
- Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D.K., Parsons, K., Qi, M., "Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices", Lasers and Photonics Reviews, DOI: 10.1002/lpor.202000287, Vol. 2020, pp. 2000287, October 2020.
BibTeX TR2020-135 PDF- @article{Tang2020oct,
- author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Wu, Pengxiang and TaherSima, Mohammad and Jha, Devesh K. and Parsons, Kieran and Qi, Minghao},
- title = {Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices},
- journal = {Lasers and Photonics Reviews},
- year = 2020,
- volume = 2020,
- pages = 2000287,
- month = oct,
- doi = {10.1002/lpor.202000287},
- url = {https://www.merl.com/publications/TR2020-135}
- }
- Kojima, K., Koike-Akino, T., "ニューラルネットワークを⽤いたナノ光素⼦設計", OplusE, No. 475, September 2020.
BibTeX OplusE- @article{Kojima2020sep2,
- author = {Kojima, Keisuke and Koike-Akino, Toshiaki},
- title = {ニューラルネットワークを⽤いたナノ光素⼦設計},
- journal = {OplusE},
- year = 2020,
- number = 475,
- month = sep,
- url = {https://www.adcom-media.co.jp/bn/2020/09/25/35087/}
- }
- Kojima, K., Tang, Y., Koike-Akino, T., Wang, Y., Jha, D.K., Parsons, K., TaherSima, M., Sang, F., Klamkin, J., Qi, M., "Inverse Design of Nanophotonic Devices using Deep Neural Networks", Asia Communications and Photonics Conference (ACP), September 2020, pp. Su1A.1.
BibTeX TR2020-130 PDF Video- @inproceedings{Kojima2020sep,
- author = {Kojima, Keisuke and Tang, Yingheng and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh K. and Parsons, Kieran and TaherSima, Mohammad and Sang, Fengqiao and Klamkin, Jonathan and Qi, Minghao},
- title = {Inverse Design of Nanophotonic Devices using Deep Neural Networks},
- booktitle = {Asia Communications and Photonics Conference (ACP)},
- year = 2020,
- pages = {Su1A.1},
- month = sep,
- publisher = {Optical Society of America},
- isbn = {978-1-943580-82-8},
- url = {https://www.merl.com/publications/TR2020-130}
- }
- Skvortcov, P., Phillips, I., Forysiak, W., Koike-Akino, T., Kojima, K., Parsons, K., Millar, D.S., "Nonlinearity Tolerant LUT-based Probabilistic Shaping for Extended-Reach Single-Span Links", IEEE Photonics Technology Letters, DOI: 10.1109/LPT.2020.3006737, Vol. 32, No. 16, pp. 967-970, July 2020.
BibTeX TR2020-107 PDF- @article{Skvortcov2020jul,
- author = {Skvortcov, Pavel and Phillips, Ian and Forysiak, Wladek and Koike-Akino, Toshiaki and Kojima, Keisuke and Parsons, Kieran and Millar, David S.},
- title = {Nonlinearity Tolerant LUT-based Probabilistic Shaping for Extended-Reach Single-Span Links},
- journal = {IEEE Photonics Technology Letters},
- year = 2020,
- volume = 32,
- number = 16,
- pages = {967--970},
- month = jul,
- doi = {10.1109/LPT.2020.3006737},
- issn = {1941-0174},
- url = {https://www.merl.com/publications/TR2020-107}
- }
- Fehenberger, T., Millar, D.S., Koike-Akino, T., Kojima, K., Parsons, K., Griesser, H., "Huffman-coded Sphere Shaping and Distribution Matching Algorithms via Lookup Tables", IEEE Journal of Lightwave Technology, DOI: 10.1109/JLT.2020.2987210, Vol. 38, No. 10, pp. 2825-2833, April 2020.
BibTeX TR2020-051 PDF- @article{Fehenberger2020apr2,
- author = {Fehenberger, Tobias and Millar, David S. and Koike-Akino, Toshiaki and Kojima, Keisuke and Parsons, Kieran and Griesser, Helmut},
- title = {Huffman-coded Sphere Shaping and Distribution Matching Algorithms via Lookup Tables},
- journal = {IEEE Journal of Lightwave Technology},
- year = 2020,
- volume = 38,
- number = 10,
- pages = {2825--2833},
- month = apr,
- doi = {10.1109/JLT.2020.2987210},
- issn = {1558-2213},
- url = {https://www.merl.com/publications/TR2020-051}
- }
- Fehenberger, T., Millar, D.S., Koike-Akino, T., Kojima, K., Parsons, K., "Parallel-Amplitude Architecture and Subset Ranking for Fast Distribution Matching", IEEE Transactions on Communications, DOI: 10.1109/TCOMM.2020.2966693, Vol. 68, No. 4, pp. 1981-1990, April 2020.
BibTeX TR2020-050 PDF- @article{Fehenberger2020apr,
- author = {Fehenberger, Tobias and Millar, David S. and Koike-Akino, Toshiaki and Kojima, Keisuke and Parsons, Kieran},
- title = {Parallel-Amplitude Architecture and Subset Ranking for Fast Distribution Matching},
- journal = {IEEE Transactions on Communications},
- year = 2020,
- volume = 68,
- number = 4,
- pages = {1981--1990},
- month = apr,
- doi = {10.1109/TCOMM.2020.2966693},
- issn = {1558-0857},
- url = {https://www.merl.com/publications/TR2020-050}
- }
- Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation", Journal of Lightwave Technology, DOI: 10.1109/JLT.2020.2976479, March 2020.
BibTeX TR2020-033 PDF- @article{Koike-Akino2020mar3,
- author = {Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation},
- journal = {Journal of Lightwave Technology},
- year = 2020,
- month = mar,
- doi = {10.1109/JLT.2020.2976479},
- url = {https://www.merl.com/publications/TR2020-033}
- }
- Koike-Akino, T., Matsumine, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Variational Quantum Demodulation for Coherent Optical Multi-Dimensional QAM", Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC), DOI: 10.1364/OFC.2020.T3D.6, March 2020, pp. T3D.6.
BibTeX TR2020-028 PDF Video Presentation- @inproceedings{Koike-Akino2020mar2,
- author = {Koike-Akino, Toshiaki and Matsumine, Toshiki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {Variational Quantum Demodulation for Coherent Optical Multi-Dimensional QAM},
- booktitle = {Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC)},
- year = 2020,
- pages = {T3D.6},
- month = mar,
- publisher = {OSA},
- doi = {10.1364/OFC.2020.T3D.6},
- isbn = {978-1-943580-71-2},
- url = {https://www.merl.com/publications/TR2020-028}
- }
- Koike-Akino, T., Millar, D.S., Kojima, K., Parsons, K., "Stochastic EXIT Design for Low-Latency Short-Block LDPC Codes", Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC), DOI: 10.1364/OFC.2020.W2A.54, March 2020, pp. W2A.54.
BibTeX TR2020-027 PDF- @inproceedings{Koike-Akino2020mar,
- author = {Koike-Akino, Toshiaki and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {Stochastic EXIT Design for Low-Latency Short-Block LDPC Codes},
- booktitle = {Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC)},
- year = 2020,
- pages = {W2A.54},
- month = mar,
- publisher = {OSA},
- doi = {10.1364/OFC.2020.W2A.54},
- isbn = {978-1-943580-71-2},
- url = {https://www.merl.com/publications/TR2020-027}
- }
- Kojima, K., TaherSima, M., Koike-Akino, T., Jha, D.K., Tang, Y., Parsons, K., Sang, F., Klamkin, J., "Deep Neural Networks for Designing Integrated Photonics", Optical Fiber Communication Conference and Exposition (OFC), DOI: 10.1364/OFC.2020.Th1A.6, March 2020.
BibTeX TR2020-057 PDF- @inproceedings{Kojima2020mar,
- author = {Kojima, Keisuke and TaherSima, Mohammad and Koike-Akino, Toshiaki and Jha, Devesh K. and Tang, Yingheng and Parsons, Kieran and Sang, Fengqiao and Klamkin, Jonathan},
- title = {Deep Neural Networks for Designing Integrated Photonics},
- booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
- year = 2020,
- month = mar,
- publisher = {OSA},
- doi = {10.1364/OFC.2020.Th1A.6},
- isbn = {978-1-943580-71-2},
- url = {https://www.merl.com/publications/TR2020-057}
- }
- Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D.K., Parsons, K., Qi, M., "Generative Deep Learning Model for a Multi-level NanoOptic Broadband Power Splitter", Optical Fiber Communication Conference and Exposition (OFC), DOI: 10.1364/OFC.2020.Th1A.1, March 2020, pp. Th1A.1.
BibTeX TR2020-025 PDF- @inproceedings{Tang2020mar,
- author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Wu, Pengxiang and TaherSima, Mohammad and Jha, Devesh K. and Parsons, Kieran and Qi, Minghao},
- title = {Generative Deep Learning Model for a Multi-level NanoOptic Broadband Power Splitter},
- booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
- year = 2020,
- pages = {Th1A.1},
- month = mar,
- publisher = {OSA},
- doi = {10.1364/OFC.2020.Th1A.1},
- isbn = {978-1-943580-71-2},
- url = {https://www.merl.com/publications/TR2020-025}
- }