- Ulvog, A., Rapp, J., Koike-Akino, T., Mansour, H., Boufounos, P.T., Parsons, K., "Phase Unwrapping in Correlated Noise for FMCW LIDAR Depth Estimation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP49357.2023.10095456, May 2023, pp. 1-5.
BibTeX TR2023-028 PDF Video Presentation- @inproceedings{Ulvog2023may,
- author = {Ulvog, Alfred and Rapp, Joshua and Koike-Akino, Toshiaki and Mansour, Hassan and Boufounos, Petros T. and Parsons, Kieran},
- title = {{Phase Unwrapping in Correlated Noise for FMCW LIDAR Depth Estimation}},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2023,
- pages = {1--5},
- month = may,
- doi = {10.1109/ICASSP49357.2023.10095456},
- isbn = {978-1-7281-6327-7},
- url = {https://www.merl.com/publications/TR2023-028}
- }
- Singla, V., Aeron, S., Koike-Akino, T., Parsons, K., Brand, M., Wang, Y., "Learning with noisy labels using low-dimensional model trajectory", NeurIPS 2022 Workshop on Distribution Shifts (DistShift), December 2022.
BibTeX TR2022-156 PDF- @inproceedings{Singla2022dec,
- author = {Singla, Vasu and Aeron, Shuchin and Koike-Akino, Toshiaki and Parsons, Kieran and Brand, Matthew and Wang, Ye},
- title = {{Learning with noisy labels using low-dimensional model trajectory}},
- booktitle = {NeurIPS 2022 Workshop on Distribution Shifts: Connecting Methods and Applications},
- year = 2022,
- month = dec,
- publisher = {OpenReview},
- url = {https://www.merl.com/publications/TR2022-156}
- }
- 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}
- }
- Yu, X., Smedemark-Margulies, N., Aeron, S., Koike-Akino, T., Moulin, P., Brand, M., Parsons, K., Wang, Y., "Improving Adversarial Robustness by Learning Shared Information", Pattern Recognition, DOI: 10.1016/j.patcog.2022.109054, Vol. 134, pp. 109054, November 2022.
BibTeX TR2022-141 PDF- @article{Yu2022nov,
- author = {Yu, Xi and Smedemark-Margulies, Niklas and Aeron, Shuchin and Koike-Akino, Toshiaki and Moulin, Pierre and Brand, Matthew and Parsons, Kieran and Wang, Ye},
- title = {{Improving Adversarial Robustness by Learning Shared Information}},
- journal = {Pattern Recognition},
- year = 2022,
- volume = 134,
- pages = 109054,
- month = nov,
- doi = {10.1016/j.patcog.2022.109054},
- issn = {0031-3203},
- url = {https://www.merl.com/publications/TR2022-141}
- }
- Wang, S., Guo, J., Wang, P., Parsons, K., Orlik, P.V., Nagai, Y., Sumi, T., Pathak, P., ,, "X-Disco: Cross-technology Neighbor Discovery", IEEE International Conference on Sensing, Communication, and Networking, September 2022.
BibTeX TR2022-119 PDF- @inproceedings{Wang2022sep2,
- author = {Wang, Shuai and Guo, Jianlin and Wang, Pu and Parsons, Kieran and Orlik, Philip V. and Nagai, Yukimasa and Sumi, Takenori and Pathak, Parth and},
- title = {{X-Disco: Cross-technology Neighbor Discovery}},
- booktitle = {IEEE International Conference on Sensing, Communication, and Networking},
- year = 2022,
- month = sep,
- url = {https://www.merl.com/publications/TR2022-119}
- }
- Rapp, J., Mansour, H., Boufounos, P.T., Orlik, P.V., Koike-Akino, T., Parsons, K., "Maximum Likelihood Surface Profilometry via Optical Coherence Tomography", IEEE International Conference on Image Processing (ICIP), DOI: 10.1109/ICIP46576.2022.9897247, September 2022, pp. 1561-1565.
BibTeX TR2022-117 PDF Video- @inproceedings{Rapp2022sep,
- author = {Rapp, Joshua and Mansour, Hassan and Boufounos, Petros T. and Orlik, Philip V. and Koike-Akino, Toshiaki and Parsons, Kieran},
- title = {{Maximum Likelihood Surface Profilometry via Optical Coherence Tomography}},
- booktitle = {IEEE International Conference on Image Processing (ICIP)},
- year = 2022,
- pages = {1561--1565},
- month = sep,
- doi = {10.1109/ICIP46576.2022.9897247},
- issn = {2381-8549},
- isbn = {978-1-6654-9620-9},
- url = {https://www.merl.com/publications/TR2022-117}
- }
- Zawislak, R., Greiff, M., Kim, K.J., Berntorp, K., Di Cairano, S., Mao, K., Parsons, K., Orlik, P.V., Sato, Y., "GNSS Multipath Detection Aided by Unsupervised Domain Adaptation", ION-GNSS+ Conference, DOI: 10.33012/2022.18333, September 2022, pp. 2127-2137.
BibTeX TR2022-118 PDF- @inproceedings{Zawislak2022sep,
- author = {Zawislak, Remy and Greiff, Marcus and Kim, Kyeong Jin and Berntorp, Karl and {Di Cairano}, Stefano and Mao, Konishi and Parsons, Kieran and Orlik, Philip V. and Sato, Yuki},
- title = {{GNSS Multipath Detection Aided by Unsupervised Domain Adaptation}},
- booktitle = {ION-GNSS+ Conference},
- year = 2022,
- pages = {2127--2137},
- month = sep,
- publisher = {Institute of Navigation},
- doi = {10.33012/2022.18333},
- url = {https://www.merl.com/publications/TR2022-118}
- }
- Liu, Bryan, Koike-Akino, Toshiaki, Wang, Ye, Kim, Kyeong Jin, Brand, Matthew, Aeron, Shuchin, Parsons, Kieran, "Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning", Tech. Rep. TR2022-081, Mitsubishi Electric Research Laboratories, Cambridge, MA, August 2022.
BibTeX TR2022-081 PDF- @techreport{MERL_TR2022-081,
- author = {Liu, Bryan; Koike-Akino, Toshiaki; Wang, Ye; Kim, Kyeong Jin; Brand, Matthew; Aeron, Shuchin; Parsons, Kieran},
- title = {Data Privacy and Protection on Deep Leakage from Gradients by Layer-Wise Pruning},
- institution = {MERL - Mitsubishi Electric Research Laboratories},
- address = {Cambridge, MA 02139},
- number = {TR2022-081},
- month = aug,
- year = 2022,
- url = {https://www.merl.com/publications/TR2022-081/}
- }
- 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}
- }
- 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}
- }
- 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}
- }
- Pervej, M.F., Guo, J., Kim, K.J., Parsons, K., Orlik, P.V., Di Cairano, S., Menner, M., Berntorp, K., Nagai, Y., Dai, H., "Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles", IEEE Intelligent Vehicles Symposium (IV), June 2022.
BibTeX TR2022-079 PDF- @inproceedings{Pervej2022jun,
- author = {Pervej, Md Ferdous and Guo, Jianlin and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and {Di Cairano}, Stefano and Menner, Marcel and Berntorp, Karl and Nagai, Yukimasa and Dai, Huaiyu},
- title = {{Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles}},
- booktitle = {IEEE Intelligent Vehicles Symposium (IV)},
- year = 2022,
- month = jun,
- url = {https://www.merl.com/publications/TR2022-079}
- }
- 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}
- }
- Song, H., Kim, K.J., Guo, J., Orlik, P.V., Parsons, K., "Semi-Persistent Scheduling Scheme for Low-Latency and High-Reliability Transmissions in Private 5G Networks", IEEE International Conference on Communications Workshops (ICC), May 2022, pp. 651-656.
BibTeX TR2022-050 PDF- @inproceedings{song2022may,
- author = {Song, Hao and Kim, Kyeong Jin and Guo, Jianlin and Orlik, Philip V. and Parsons, Kieran},
- title = {{Semi-Persistent Scheduling Scheme for Low-Latency and High-Reliability Transmissions in Private 5G Networks}},
- booktitle = {IEEE International Conference on Communications Workshops (ICC)},
- year = 2022,
- pages = {651--656},
- month = may,
- publisher = {IEEE},
- url = {https://www.merl.com/publications/TR2022-050}
- }
- 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}
- }
- 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}
- }
- 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}
- }
- 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}
- }
- Zeng, T., Guo, J., Kim, K.J., Parsons, K., Orlik, P.V., Di Cairano, S., Saad, W., "Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning", IEEE Intelligent Vehicles Symposium, July 2021.
BibTeX TR2021-083 PDF Video- @inproceedings{Zeng2021jul,
- author = {Zeng, Tengchan and Guo, Jianlin and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and {Di Cairano}, Stefano and Saad, Walid},
- title = {{Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning}},
- booktitle = {IEEE Intelligent Vehicles Symposium},
- year = 2021,
- month = jul,
- url = {https://www.merl.com/publications/TR2021-083}
- }
- 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}
- }