- Kojima, K., Jung, M., Koike-Akino, T., Wang, Y., Brand, M., Parsons, K., "Deep Transfer Learning for Nanophotonic Device Design", Conference on Lasers and Electro-Optics (CLEO) Pacific Rim, July 2022.
BibTeX TR2022-107 PDF- @inproceedings{Kojima2022jul,
- author = {Kojima, Keisuke and Jung, Minwoo and Koike-Akino, Toshiaki and Wang, Ye and Brand, Matthew and Parsons, Kieran},
- title = {{Deep Transfer Learning for Nanophotonic Device Design}},
- booktitle = {Proceedings of the 2022 Conference on Lasers and Electro-Optics Pacific Rim},
- year = 2022,
- month = jul,
- publisher = {Optica Publishing Group},
- url = {https://www.merl.com/publications/TR2022-107}
- }
- Yu, J., Wang, P., Koike-Akino, T., Wang, Y., Orlik, P.V., Buehrer, R.M., "Multi-Band Wi-Fi Sensing with Matched Feature Granularity", IEEE Internet of Things Journal, DOI: 10.1109/JIOT.2022.3190826, July 2022.
BibTeX TR2022-105 PDF- @article{Yu2022jul,
- author = {Yu, Jianyuan and Wang, Pu and Koike-Akino, Toshiaki and Wang, Ye and Orlik, Philip V. and Buehrer, R. Michael},
- title = {{Multi-Band Wi-Fi Sensing with Matched Feature Granularity}},
- journal = {IEEE Internet of Things Journal},
- year = 2022,
- month = jul,
- doi = {10.1109/JIOT.2022.3190826},
- issn = {2327-4662},
- url = {https://www.merl.com/publications/TR2022-105}
- }
- Koike-Akino, T., Wang, Y., "AutoVAE: Mismatched Variational Autoencoder with Irregular Posterior Prior Pairing", IEEE International Symposium on Information Theory (ISIT), DOI: 10.1109/ISIT50566.2022.9834769, July 2022.
BibTeX TR2022-071 PDF Video Presentation- @inproceedings{Koike-Akino2022jul,
- author = {Koike-Akino, Toshiaki and Wang, Ye},
- title = {{AutoVAE: Mismatched Variational Autoencoder with Irregular Posterior Prior Pairing}},
- booktitle = {IEEE International Symposium on Information Theory (ISIT)},
- year = 2022,
- month = jul,
- publisher = {IEEE},
- doi = {10.1109/ISIT50566.2022.9834769},
- issn = {2157-8117},
- isbn = {978-1-6654-2159-1},
- url = {https://www.merl.com/publications/TR2022-071}
- }
- Xia, H., Wang, P., Koike-Akino, T., Wang, Y., Orlik, P.V., Ding, Z., "Adversarial Bi-Regressor Network for Domain Adaptive Regression", International Joint Conference on Artificial Intelligence (IJCAI), Lud De Raedt, Eds., DOI: 10.24963/ijcai.2022/501, July 2022, pp. 3608-3614.
BibTeX TR2022-103 PDF- @inproceedings{Xia2022jul,
- author = {Xia, Haifeng and Wang, Pu and Koike-Akino, Toshiaki and Wang, Ye and Orlik, Philip V. and Ding, Zhengming},
- title = {{Adversarial Bi-Regressor Network for Domain Adaptive Regression}},
- booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},
- year = 2022,
- editor = {Lud De Raedt},
- pages = {3608--3614},
- month = jul,
- publisher = {IJCAI},
- doi = {10.24963/ijcai.2022/501},
- url = {https://www.merl.com/publications/TR2022-103}
- }
- Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., "EEG-GAT: Graph Attention Networks for Classification of Electroencephalogram (EEG) Signals", International Conference of the IEEE Engineering in Medicine & Biology Society (EMBS), DOI: 10.1109/EMBC48229.2022.9871984, July 2022.
BibTeX TR2022-097 PDF- @inproceedings{Demir2022jul,
- author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
- title = {{EEG-GAT: Graph Attention Networks for Classification of Electroencephalogram (EEG) Signals}},
- booktitle = {International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBS)},
- year = 2022,
- month = jul,
- publisher = {IEEE},
- doi = {10.1109/EMBC48229.2022.9871984},
- issn = {2694-0604},
- isbn = {978-1-7281-2782-8},
- url = {https://www.merl.com/publications/TR2022-097}
- }
- Smedemark-Margulies, N., Wang, Y., Koike-Akino, T., Erdogmus, D., "AutoTransfer: Subject Transfer Learning with Censored Representations on Biosignals Data", International Conference of the IEEE Engineering in Medicine & Biology Society (EMBS), DOI: 10.1109/EMBC48229.2022.9871649, July 2022.
BibTeX TR2022-098 PDF Software- @inproceedings{Smedemark-Margulies2022jul,
- author = {Smedemark-Margulies, Niklas and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
- title = {{AutoTransfer: Subject Transfer Learning with Censored Representations on Biosignals Data}},
- booktitle = {International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBS)},
- year = 2022,
- month = jul,
- publisher = {IEEE},
- doi = {10.1109/EMBC48229.2022.9871649},
- issn = {2694-0604},
- isbn = {978-1-7281-2782-8},
- url = {https://www.merl.com/publications/TR2022-098}
- }
- Kodama, T., Koike-Akino, T., Millar, D.S., Kojima, K., Parsons, K., "DNN-assisted phase distance tuned PSK modulation for PAM4-to-QPSK format conversion gateway node", Optics Express, DOI: 10.1364/OE.449812, Vol. 30, No. 7, pp. 10866-10876, June 2022.
BibTeX TR2022-091 PDF- @article{Kodama2022jun,
- author = {Kodama, Takahiro and Koike-Akino, Toshiaki and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
- title = {{DNN-assisted phase distance tuned PSK modulation for PAM4-to-QPSK format conversion gateway node}},
- journal = {Optics Express},
- year = 2022,
- volume = 30,
- number = 7,
- pages = {10866--10876},
- month = jun,
- doi = {10.1364/OE.449812},
- url = {https://www.merl.com/publications/TR2022-091}
- }
- Dzieciol, H., Koike-Akino, T., Wang, Y., Parsons, K., "Inverse Regular Perturbation with ML-Assisted Phasor Correction for Fiber Nonlinearity Compensation", Optics Letters, DOI: 10.1364/OL.460929, Vol. 47, No. 14, pp. 3471-3474, June 2022.
BibTeX TR2022-070 PDF- @article{Dzieciol2022jun,
- author = {Dzieciol, Hubert and Koike-Akino, Toshiaki and Wang, Ye and Parsons, Kieran},
- title = {{Inverse Regular Perturbation with ML-Assisted Phasor Correction for Fiber Nonlinearity Compensation}},
- journal = {Optics Letters},
- year = 2022,
- volume = 47,
- number = 14,
- pages = {3471--3474},
- month = jun,
- doi = {10.1364/OL.460929},
- url = {https://www.merl.com/publications/TR2022-070}
- }
- Koike-Akino, T., Wang, P., Wang, Y., "AutoQML: Automated Quantum Machine Learning for Wi-Fi Integrated Sensing and Communications", IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), DOI: 10.1109/SAM53842.2022.9827846, June 2022.
BibTeX TR2022-068 PDF Video Presentation- @inproceedings{Koike-Akino2022jun,
- author = {Koike-Akino, Toshiaki and Wang, Pu and Wang, Ye},
- title = {{AutoQML: Automated Quantum Machine Learning for Wi-Fi Integrated Sensing and Communications}},
- booktitle = {IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM)},
- year = 2022,
- month = jun,
- doi = {10.1109/SAM53842.2022.9827846},
- url = {https://www.merl.com/publications/TR2022-068}
- }
- Liu, B., Koike-Akino, T., Wang, Y., Kim, K.J., Brand, M., Aeron, S., Parsons, K., "Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning", IEEE Information Theory and Applications Workshop (ITA), June 2022.
BibTeX TR2022-080 PDF Presentation- @inproceedings{Liu2022jun,
- author = {Liu, Bryan and Koike-Akino, Toshiaki and Wang, Ye and Kim, Kyeong Jin and Brand, Matthew and Aeron, Shuchin and Parsons, Kieran},
- title = {{Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning}},
- booktitle = {IEEE Information Theory and Applications Workshop (ITA)},
- year = 2022,
- month = jun,
- url = {https://www.merl.com/publications/TR2022-080}
- }
- Liu, B., Koike-Akino, T., Wang, Y., Parsons, K., "Variational Quantum Compressed Sensing for Joint User and Channel State Acquisition in Grant-Free Device Access Systems", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC45855.2022.9838445, May 2022.
BibTeX TR2022-052 PDF Video Presentation- @inproceedings{Liu2022may3,
- author = {Liu, Bryan and Koike-Akino, Toshiaki and Wang, Ye and Parsons, Kieran},
- title = {{Variational Quantum Compressed Sensing for Joint User and Channel State Acquisition in Grant-Free Device Access Systems}},
- booktitle = {IEEE International Conference on Communications (ICC)},
- year = 2022,
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICC45855.2022.9838445},
- issn = {1938-1883},
- isbn = {978-1-5386-8347-7},
- url = {https://www.merl.com/publications/TR2022-052}
- }
- Liu, B., Koike-Akino, T., Wang, Y., Parsons, K., "Learning to Learn Quantum Turbo Detection", arXiv, May 2022.
BibTeX arXiv- @article{Liu2022may,
- author = {Liu, Bryan and Koike-Akino, Toshiaki and Wang, Ye and Parsons, Kieran},
- title = {{Learning to Learn Quantum Turbo Detection}},
- journal = {arXiv},
- year = 2022,
- month = may,
- url = {https://arxiv.org/abs/2205.08611}
- }
- Zhu, D., Kojima, K., Koike-Akino, T., Brand, M., "Global Phase Correction Improves Metalens Efficiency", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_QELS.2022.FM1B.3, May 2022.
BibTeX TR2022-049 PDF- @inproceedings{Zhu2022may,
- author = {Zhu, Dayu and Kojima, Keisuke and Koike-Akino, Toshiaki and Brand, Matthew},
- title = {{Global Phase Correction Improves Metalens Efficiency}},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2022,
- month = may,
- publisher = {Optica},
- doi = {10.1364/CLEO_QELS.2022.FM1B.3},
- isbn = {978-1-957171-05-0},
- url = {https://www.merl.com/publications/TR2022-049}
- }
- Koike-Akino, T., Wang, P., Wang, Y., "Quantum Transfer Learning for Wi-Fi Sensing", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC45855.2022.9839011, May 2022.
BibTeX TR2022-044 PDF Video Presentation- @inproceedings{Koike-Akino2022may2,
- author = {Koike-Akino, Toshiaki and Wang, Pu and Wang, Ye},
- title = {{Quantum Transfer Learning for Wi-Fi Sensing}},
- booktitle = {IEEE International Conference on Communications (ICC)},
- year = 2022,
- month = may,
- doi = {10.1109/ICC45855.2022.9839011},
- issn = {1938-1883},
- isbn = {978-1-5386-8347-7},
- url = {https://www.merl.com/publications/TR2022-044}
- }
- Jung, M., Kojima, K., Koike-Akino, T., Wang, Y., Zhu, D., Brand, M., "Finding the Right Deep Neural Network Model for Efficient Design of Tunable Nanophotonic Devices", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_SI.2022.SW5E.6, May 2022.
BibTeX TR2022-047 PDF Video Presentation- @inproceedings{Jung2022may,
- author = {Jung, Minwoo and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Zhu, Dayu and Brand, Matthew},
- title = {{Finding the Right Deep Neural Network Model for Efficient Design of Tunable Nanophotonic Devices}},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2022,
- month = may,
- publisher = {Optica},
- doi = {10.1364/CLEO_SI.2022.SW5E.6},
- isbn = {978-1-957171-05-0},
- url = {https://www.merl.com/publications/TR2022-047}
- }
- Koike-Akino, T., Kojima, K., Wang, Y., "AutoML Hyperparameter Tuning of Generative DNN Architecture for Nanophotonic Device Design", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/CLEO_AT.2022.JW3A.44, May 2022.
BibTeX TR2022-046 PDF Presentation- @inproceedings{Koike-Akino2022may3,
- author = {Koike-Akino, Toshiaki and Kojima, Keisuke and Wang, Ye},
- title = {{AutoML Hyperparameter Tuning of Generative DNN Architecture for Nanophotonic Device Design}},
- booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
- year = 2022,
- month = may,
- publisher = {Optica},
- doi = {10.1364/CLEO_AT.2022.JW3A.44},
- isbn = {978-1-957171-05-0},
- url = {https://www.merl.com/publications/TR2022-046}
- }
- Yu, J., Wang, P., Koike-Akino, T., Orlik, P.V., "Multi-Modal Recurrent Fusion for Indoor Localization", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP43922.2022.9746071, April 2022.
BibTeX TR2022-018 PDF- @inproceedings{Yu2022apr,
- author = {Yu, Jianyuan and Wang, Pu and Koike-Akino, Toshiaki and Orlik, Philip V.},
- title = {{Multi-Modal Recurrent Fusion for Indoor Localization}},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2022,
- month = apr,
- publisher = {IEEE},
- doi = {10.1109/ICASSP43922.2022.9746071},
- issn = {2379-190X},
- isbn = {978-1-6654-0540-9},
- url = {https://www.merl.com/publications/TR2022-018}
- }
- Yurdakul, C., Millar, D.S., Mansour, H., Wang, P., Kojima, K., Koike-Akino, T., Parsons, K., Orlik, P.V., "Linefield Coherent Sensing", arXiv, DOI: 10.48550/arXiv.2202.12161, February 2022.
BibTeX arXiv- @article{Yurdakul2022feb,
- author = {Yurdakul, Celalettin and Millar, David S. and Mansour, Hassan and Wang, Pu and Kojima, Keisuke and Koike-Akino, Toshiaki and Parsons, Kieran and Orlik, Philip V.},
- title = {{Linefield Coherent Sensing}},
- journal = {arXiv},
- year = 2022,
- month = feb,
- doi = {10.48550/arXiv.2202.12161},
- url = {http://arxiv.org/abs/2202.12161}
- }
- De Silva, U., Ma, R., Koike-Akino, T., Yamashita, A., Nakamizo, H., "A Modular 1D-CNN Architecture for Real-time Digital Pre-distortion", IEEE Radio and Wireless Symposium (RWS), January 2022.
BibTeX TR2022-007 PDF- @inproceedings{DeSilva2022jan,
- author = {De Silva, Udara and Ma, Rui and Koike-Akino, Toshiaki and Yamashita, Ao and Nakamizo, Hideyuki},
- title = {{A Modular 1D-CNN Architecture for Real-time Digital Pre-distortion}},
- booktitle = {IEEE Radio and Wireless Symposium (RWS)},
- year = 2022,
- month = jan,
- issn = {2473-4640},
- isbn = {978-1-6654-3472-0},
- url = {https://www.merl.com/publications/TR2022-007}
- }
- Fujihashi, T., Koike-Akino, T., Watanabe, T., "Federated AirNet: Hybrid Digital-Analog Neural Network Transmission for Federated Learning", arXiv, January 2022.
BibTeX arXiv- @article{Fujihashi2022jan2,
- author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
- title = {{Federated AirNet: Hybrid Digital-Analog Neural Network Transmission for Federated Learning}},
- journal = {arXiv},
- year = 2022,
- month = jan,
- url = {https://arxiv.org/abs/2201.04557}
- }
- Fujihashi, T., Koike-Akino, T., Watanabe, T., "Overhead Reduction for Graph-Based Point Cloud Delivery Using Non-Uniform Quantization", IEEE International Conference on Consumer Electronics (ICCE), DOI: 10.1109/ICCE53296.2022.9730509, January 2022.
BibTeX TR2022-005 PDF- @inproceedings{Fujihashi2022jan,
- author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
- title = {{Overhead Reduction for Graph-Based Point Cloud Delivery Using Non-Uniform Quantization}},
- booktitle = {IEEE International Conference on Consumer Electronics (ICCE)},
- year = 2022,
- month = jan,
- publisher = {IEEE},
- doi = {10.1109/ICCE53296.2022.9730509},
- issn = {2158-4001},
- isbn = {978-1-6654-4154-4},
- url = {https://www.merl.com/publications/TR2022-005}
- }
- Haruna, M., Hata, K., Kawaguchi, N., Ogino, M., Koike-Akino, T., "Development of Remote Machine System with Sense of Oneness," ADVANCE Magazine, Vol. 176, December 2021.
BibTeX ADVANCE Magazine- @techreport{Haruna2021dec,
- author = {Haruna, Masaki and Hata, Koichi and Kawaguchi, Noboru and Ogino, Masaki and Koike-Akino, Toshiaki},
- title = {{Development of Remote Machine System with Sense of Oneness}},
- institution = {Mitsuishi Electric},
- year = 2021,
- volume = 176,
- series = {ADVANCE Magazine},
- pages = {5--10},
- edition = {Human-artifacts Symbiosis in Society 5.0},
- month = dec,
- issn = {1345-3041},
- url = {https://www.advance.mitsubishielectric.com/advance/pdf/2021/176_TR2.pdf}
- }
- Smedemark-Margulies, N., Wang, Y., Koike-Akino, T., Erdogmus, D., "AutoTransfer: Subject Transfer Learning with Censored Representations on Biosignals Data", arXiv, December 2021.
BibTeX arXiv- @article{Smedemark-Margulies2021dec,
- author = {Smedemark-Margulies, Niklas and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
- title = {{AutoTransfer: Subject Transfer Learning with Censored Representations on Biosignals Data}},
- journal = {arXiv},
- year = 2021,
- month = dec,
- url = {https://arxiv.org/abs/2112.09796}
- }
- Kojima, K., Tang, Y., Wang, Y., Koike-Akino, T., "Machine Learning for design and optimization of photonic devices" in Machine Learning for Future Fiber Optic Communication Systems, Alan Pak Tao Lau and Faisal Nadeem Khan, Eds., DOI: 10.1016/B978-0-32-385227-2.00018-8, pp. 337-374, Academic Press, November 2021.
BibTeX TR2021-142 PDF- @incollection{Kojima2021nov,
- author = {Kojima, Keisuke and Tang, Yingheng and Wang, Ye and Koike-Akino, Toshiaki},
- title = {{Machine Learning for design and optimization of photonic devices}},
- booktitle = {Machine Learning for Future Fiber Optic Communication Systems},
- year = 2021,
- editor = {Alan Pak Tao Lau and Faisal Nadeem Khan},
- pages = {337--374},
- month = nov,
- publisher = {Academic Press},
- doi = {10.1016/B978-0-32-385227-2.00018-8},
- isbn = {978-0-323-85227-2},
- url = {https://www.merl.com/publications/TR2021-142}
- }
- Furuichi, T., Ma, R., Koike-Akino, T., Komatsuszaki, Y., "Full-Range Three-Stage 16GSa/s Riemann Pump RF-Power DAC in GaN HEMT", Asia-Pacific Microwave Conference (APMC), DOI: 1109/APMC52720.2021.9661641, November 2021.
BibTeX TR2021-141 PDF- @inproceedings{Furuichi2021nov,
- author = {Furuichi, Tomoyuki and Ma, Rui and Koike-Akino, Toshiaki and Komatsuszaki, Yuji},
- title = {{Full-Range Three-Stage 16GSa/s Riemann Pump RF-Power DAC in GaN HEMT}},
- booktitle = {Asia-Pacific Microwave Conference (APMC) 2021},
- year = 2021,
- month = nov,
- doi = {1109/APMC52720.2021.9661641},
- isbn = {978-1-6654-3782-0},
- url = {https://www.merl.com/publications/TR2021-141}
- }