- 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}
- }
- Wang, P., Koike-Akino, T., Ma, R., Orlik, P.V., Yamashita, G., Tsujita, W., Nakajima, M., "Learning-Based THz Multi-Layer Imaging for High-Capacity Positioning", International Conference on Infrared, Millimeter, and Terahertz Waves (IRMMW-THz), DOI: 10.1109/IRMMW-THz50926.2021.9566940, November 2021.
BibTeX TR2021-098 PDF- @inproceedings{Wang2021nov,
- author = {{Wang, Pu and Koike-Akino, Toshiaki and Ma, Rui and Orlik, Philip V. and Yamashita, Genki and Tsujita, Wataru and Nakajima, M.}},
- title = {Learning-Based THz Multi-Layer Imaging for High-Capacity Positioning},
- booktitle = {International Conference on Infrared, Millimeter, and Terahertz Waves (IRMMW-THz)},
- year = 2021,
- month = nov,
- publisher = {IEEE},
- doi = {10.1109/IRMMW-THz50926.2021.9566940},
- issn = {2162-2035},
- isbn = {978-1-7281-9424-0},
- url = {https://www.merl.com/publications/TR2021-098}
- }
- Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., Haruna, M., "EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals", International IEEE EMBS Conference on Neural Engineering, DOI: 10.1109/EMBC46164.2021.9630194, October 2021.
BibTeX TR2021-136 PDF Video Presentation- @inproceedings{Demir2021oct,
- author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz and Haruna, Masaki},
- title = {EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals},
- booktitle = {International IEEE EMBS Conference on Neural Engineering},
- year = 2021,
- month = oct,
- publisher = {IEEE},
- doi = {10.1109/EMBC46164.2021.9630194},
- issn = {2694-0604},
- isbn = {978-1-7281-1179-7},
- url = {https://www.merl.com/publications/TR2021-136}
- }
- Rakin, A.S., Wang, Y., Aeron, S., Koike-Akino, T., Moulin, P., Parsons, K., "Towards Universal Adversarial Examples and Defenses", IEEE Information Theory Workshop, DOI: 10.1109/ITW48936.2021.9611439, October 2021.
BibTeX TR2021-125 PDF Video- @inproceedings{Rakin2021oct,
- author = {Rakin, Adnan S and Wang, Ye and Aeron, Shuchin and Koike-Akino, Toshiaki and Moulin, Pierre and Parsons, Kieran},
- title = {Towards Universal Adversarial Examples and Defenses},
- booktitle = {IEEE Information Theory Workshop},
- year = 2021,
- month = oct,
- publisher = {IEEE},
- doi = {10.1109/ITW48936.2021.9611439},
- isbn = {978-1-6654-0312-2},
- url = {https://www.merl.com/publications/TR2021-125}
- }
- Matsumine, T., Koike-Akino, T., Ochiai, H., "A Low-Complexity Probabilistic Amplitude Shaping with Short Linear Block Codes", IEEE Transactions on Communications, DOI: 10.1109/TCOMM.2021.3111032, Vol. 69, No. 12, pp. 7923-7933, September 2021.
BibTeX TR2021-117 PDF- @article{Matsumine2021sep,
- author = {Matsumine, Toshiki and Koike-Akino, Toshiaki and Ochiai, Hideki},
- title = {A Low-Complexity Probabilistic Amplitude Shaping with Short Linear Block Codes},
- journal = {IEEE Transactions on Communications},
- year = 2021,
- volume = 69,
- number = 12,
- pages = {7923--7933},
- month = sep,
- doi = {10.1109/TCOMM.2021.3111032},
- issn = {1558-0857},
- url = {https://www.merl.com/publications/TR2021-117}
- }
- 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}
- }
- Haruna, M., Ogino, M., Koike-Akino, T., "Human x Machine Remote Fusion System: Visual Haptics Implementation," Tech. Rep., The Robotics Society of Japan (RSJ), September 2021.
BibTeX - @techreport{Haruna2021sep,
- author = {Haruna, Masaki and Ogino, Masaki and Koike-Akino, Toshiaki},
- title = {Human x Machine Remote Fusion System: Visual Haptics Implementation},
- institution = {The Robotics Society of Japan (RSJ)},
- year = 2021,
- month = sep
- }
- Liu, B., Guo, J., Koike-Akino, T., Wang, Y., Kim, K.J., Parsons, K., Orlik, P.V., Hashimoto, S., Yuan, J., "Anomaly Detection and Diagnosis Using Pre-Processing and Time-Delay Autoencoder", IEEE International conference on emerging technologies and factory automation, September 2021.
BibTeX TR2021-107 PDF- @inproceedings{Liu2021sep,
- author = {Liu, Bryan and Guo, Jianlin and Koike-Akino, Toshiaki and Wang, Ye and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and Hashimoto, Shigeru and Yuan, Jinhong},
- title = {Anomaly Detection and Diagnosis Using Pre-Processing and Time-Delay Autoencoder},
- booktitle = {IEEE International conference on emerging technologies and factory automation},
- year = 2021,
- month = sep,
- url = {https://www.merl.com/publications/TR2021-107}
- }