- Li, Z., Lowy, A., Liu, J., Koike-Akino, T., Parsons, K., Malin, B., Wang, Y., "Analyzing Inference Privacy Risks Through Gradients In Machine Learning", ACM Conference on Computer and Communications Security (CCS), October 2024.
BibTeX TR2024-141 PDF- @inproceedings{Li2024oct,
- author = {Li, Zhuohang and Lowy, Andrew and Liu, Jing and Koike-Akino, Toshiaki and Parsons, Kieran and Malin, Bradley and Wang, Ye}},
- title = {Analyzing Inference Privacy Risks Through Gradients In Machine Learning},
- booktitle = {ACM Conference on Computer and Communications Security (CCS)},
- year = 2024,
- month = oct,
- url = {https://www.merl.com/publications/TR2024-141}
- }
- Liu, J., Lowy, A., Koike-Akino, T., Parsons, K., Wang, Y., "Efficient Differentially Private Fine-Tuning of Diffusion Models", International Conference on Machine Learning (ICML) workshop (Next Generation of AI Safety), July 2024.
BibTeX TR2024-104 PDF- @inproceedings{Liu2024jul,
- author = {Liu, Jing and Lowy, Andrew and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye}},
- title = {Efficient Differentially Private Fine-Tuning of Diffusion Models},
- booktitle = {International Conference on Machine Learning (ICML) workshop (Next Generation of AI Safety)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-104}
- }
- Hase, R., Wang, Y., Koike-Akino, T., Liu, J., Parsons, K., "Variational Randomized Smoothing for Sample-Wise Adversarial Robustness", arXiv, July 2024.
BibTeX arXiv- @article{Hase2024jul,
- author = {Hase, Ryo and Wang, Ye and Koike-Akino, Toshiaki and Liu, Jing and Parsons, Kieran}},
- title = {Variational Randomized Smoothing for Sample-Wise Adversarial Robustness},
- journal = {arXiv},
- year = 2024,
- month = jul,
- url = {https://arxiv.org/abs/2407.11844}
- }
- Sun, Y., Guo, J., Parsons, K., Nagai, Y., "Improve Federated Learning Stability for Vehicle Trajectory Prediction", International Conference on Ubiquitous and Future Networks (UCIFN), July 2024.
BibTeX TR2024-094 PDF- @inproceedings{Sun2024jul,
- author = {Sun, Youbang and Guo, Jianlin and Parsons, Kieran and Nagai, Yukimasa}},
- title = {Improve Federated Learning Stability for Vehicle Trajectory Prediction},
- booktitle = {International Conference on Ubiquitous and Future Networks (UCIFN)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-094}
- }
- Nagai, Y., Guo, J., Rolfe, B.A., Yano, K., Sumi, T., Parsons, K., Orlik, P.V., Wang, P., "Sub-1 GHz Band Wireless Coexistence Study for OFDM Systems in IEEE 802.19.3a", Workshop on Smart Radio for IoT Era (SRIoT), July 2024.
BibTeX TR2024-090 PDF- @inproceedings{Nagai2024jul,
- author = {Nagai, Yukimasa and Guo, Jianlin and Rolfe, Benjamin A. and Yano, Kazuto and Sumi, Takenori and Parsons, Kieran and Orlik, Philip V. and Wang, Pu}},
- title = {Sub-1 GHz Band Wireless Coexistence Study for OFDM Systems in IEEE 802.19.3a},
- booktitle = {Workshop on Smart Radio for IoT Era (SRIoT)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-090}
- }
- Guo, J., Parsons, K., Nagai, Y., Sumi, T., Sakaguchi, N., Tsuchida, H., Wang, P., Orlik, P.V., "Multipath TCP Over Multi-Hop Heterogeneous Wireless IoT Networks", IEEE International Conference on Communications (ICC), June 2024.
BibTeX TR2024-071 PDF- @inproceedings{Guo2024jun,
- author = {Guo, Jianlin and Parsons, Kieran and Nagai, Yukimasa and Sumi, Takenori and Sakaguchi, Naotaka and Tsuchida, Hikaru and Wang, Pu and Orlik, Philip V.}},
- title = {Multipath TCP Over Multi-Hop Heterogeneous Wireless IoT Networks},
- booktitle = {IEEE International Conference on Communications (ICC)},
- year = 2024,
- month = jun,
- url = {https://www.merl.com/publications/TR2024-071}
- }
- Wang, Z., Guo, J., Parsons, K., Nagai, Y., Sumi, T., Orlik, P.V., "Learning Based Routing Link Scheduling in Heterogeneous Wireless IoT Networks", IEEE International Conference on Communications (ICC), June 2024.
BibTeX TR2024-069 PDF- @inproceedings{Wang2024jun3,
- author = {Wang, Zhiyang and Guo, Jianlin and Parsons, Kieran and Nagai, Yukimasa and Sumi, Takenori and Orlik, Philip V.}},
- title = {Learning Based Routing Link Scheduling in Heterogeneous Wireless IoT Networks},
- booktitle = {IEEE International Conference on Communications (ICC)},
- year = 2024,
- month = jun,
- url = {https://www.merl.com/publications/TR2024-069}
- }
- Nagai, Y., Guo, J., Sumi, T., Parsons, K., Orlik, P.V., Rolfe, B.A., Wang, P., "Improve IEEE 802.15.4 Network Reliability by Suspendable CSMA/CA", IEEE Wireless Communications and Networking Conference (WCNC), April 2024.
BibTeX TR2024-039 PDF- @inproceedings{Nagai2024apr,
- author = {Nagai, Yukimasa and Guo, Jianlin and Sumi, Takenori and Parsons, Kieran and Orlik, Philip V. and Rolfe, Benjamin A. and Wang, Pu},
- title = {Improve IEEE 802.15.4 Network Reliability by Suspendable CSMA/CA},
- booktitle = {IEEE Wireless Communications and Networking Conference (WCNC)},
- year = 2024,
- month = apr,
- url = {https://www.merl.com/publications/TR2024-039}
- }
- Fernandez-Menduina, S., Rapp, J., Mansour, H., Greiff, M., Parsons, K., "Tracking Beyond the Unambiguous Range with Modulo Single-Photon Lidar", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP48485.2024.10446835, March 2024, pp. 6-10.
BibTeX TR2024-021 PDF- @inproceedings{Fernandez-Menduina2024mar,
- author = {Fernandez-Menduina, Samuel and Rapp, Joshua and Mansour, Hassan and Greiff, Marcus and Parsons, Kieran},
- title = {Tracking Beyond the Unambiguous Range with Modulo Single-Photon Lidar},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2024,
- pages = {6--10},
- month = mar,
- doi = {10.1109/ICASSP48485.2024.10446835},
- url = {https://www.merl.com/publications/TR2024-021}
- }
- Lowy, A., Li, Z., Liu, J., Koike-Akino, T., Parsons, K., Wang, Y., "Why Does Differential Privacy with Large ε Defend Against Practical Membership Inference Attacks?", AAAI Workshop on Privacy-Preserving Artificial Intelligence, February 2024.
BibTeX TR2024-009 PDF- @inproceedings{Lowy2024feb2,
- author = {Lowy, Andrew and Li, Zhuohang and Liu, Jing and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
- title = {Why Does Differential Privacy with Large ε Defend Against Practical Membership Inference Attacks?},
- booktitle = {AAAI Workshop on Privacy-Preserving Artificial Intelligence},
- year = 2024,
- month = feb,
- url = {https://www.merl.com/publications/TR2024-009}
- }
- Liu, J., Koike-Akino, T., Wang, P., Brand, M., Wang, Y., Parsons, K., "LoDA: Low-Dimensional Adaptation of Large Language Models", Advances in Neural Information Processing Systems (NeurIPS) workshop, December 2023.
BibTeX TR2023-150 PDF- @inproceedings{Liu2023dec,
- author = {Liu, Jing and Koike-Akino, Toshiaki and Wang, Pu and Brand, Matthew and Wang, Ye and Parsons, Kieran},
- title = {LoDA: Low-Dimensional Adaptation of Large Language Models},
- booktitle = {Advances in Neural Information Processing Systems (NeurIPS) workshop},
- year = 2023,
- month = dec,
- url = {https://www.merl.com/publications/TR2023-150}
- }
- Li, Z., Lowy, A., Liu, J., Koike-Akino, T., Malin, B., Parsons, K., Wang, Y., "Exploring User-level Gradient Inversion with a Diffusion Prior", International Workshop on Federated Learning in the Age of Foundation Models in Conjunction with NeurIPS, December 2023.
BibTeX TR2023-149 PDF- @inproceedings{Li2023dec,
- author = {Li, Zhuohang and Lowy, Andrew and Liu, Jing and Koike-Akino, Toshiaki and Malin, Bradley and Parsons, Kieran and Wang, Ye},
- title = {Exploring User-level Gradient Inversion with a Diffusion Prior},
- booktitle = {International Workshop on Federated Learning in the Age of Foundation Models in Conjunction with NeurIPS},
- year = 2023,
- month = dec,
- url = {https://www.merl.com/publications/TR2023-149}
- }
- Nuti, P., Kim, K.J., Wang, P., Koike-Akino, T., Parsons, K., "RIS-Assisted Joint Preamble Detection and Localization", IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), DOI: 10.1109/CAMSAP58249.2023.10403493, December 2023.
BibTeX TR2023-142 PDF- @inproceedings{Nuti2023dec,
- author = {Nuti, Pooja and Kim, Kyeong Jin and Wang, Pu and Koike-Akino, Toshiaki and Parsons, Kieran},
- title = {RIS-Assisted Joint Preamble Detection and Localization},
- booktitle = {IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)},
- year = 2023,
- month = dec,
- doi = {10.1109/CAMSAP58249.2023.10403493},
- isbn = {979-8-3503-4453-0},
- url = {https://www.merl.com/publications/TR2023-142}
- }
- Guo, J., Sumi, T., Kawashima, Y., Parsons, K., Nagai, Y., Orlik, P.V., "Minimizing Route Overlap for Priority Data Delivery in Next Generation IoT Networks", IEEE Global Communications Conference (GLOBECOM), December 2023.
BibTeX TR2023-140 PDF- @inproceedings{Guo2023dec,
- author = {Guo, Jianlin and Sumi, Takenori and Kawashima, Yuki and Parsons, Kieran and Nagai, Yukimasa and Orlik, Philip V.},
- title = {Minimizing Route Overlap for Priority Data Delivery in Next Generation IoT Networks},
- booktitle = {IEEE Global Communications Conference (GLOBECOM)},
- year = 2023,
- month = dec,
- url = {https://www.merl.com/publications/TR2023-140}
- }
- Smedemark-Margulies, N., Wang, Y., Koike-Akino, T., Liu, J., Parsons, K., Bicer, Y., Erdogmus, D., "Stabilizing Subject Transfer in EEG Classification with Divergence Estimation", arXiv, October 2023.
BibTeX arXiv- @article{Smedemark-Margulies2023oct,
- author = {Smedemark-Margulies, Niklas and Wang, Ye and Koike-Akino, Toshiaki and Liu, Jing and Parsons, Kieran and Bicer, Yunus and Erdogmus, Deniz},
- title = {Stabilizing Subject Transfer in EEG Classification with Divergence Estimation},
- journal = {arXiv},
- year = 2023,
- month = oct,
- url = {https://arxiv.org/abs/2310.08762}
- }
- Ahmed, M.R., Koike-Akino, T., Parsons, K., Wang, Y., "Joint Software-Hardware Design for Green AI", International Midwest Symposium on Circuits and Systems (MWSCAS), DOI: 10.1109/MWSCAS57524.2023.10405937, August 2023.
BibTeX TR2023-096 PDF- @inproceedings{Ahmed2023aug,
- author = {Ahmed, Md Rubel and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
- title = {Joint Software-Hardware Design for Green AI},
- booktitle = {International Midwest Symposium on Circuits and Systems (MWSCAS)},
- year = 2023,
- month = aug,
- publisher = {IEEE},
- doi = {10.1109/MWSCAS57524.2023.10405937},
- issn = {1558-3899},
- isbn = {979-8-3503-0210-3},
- url = {https://www.merl.com/publications/TR2023-096}
- }
- Ahmed, M.R., Koike-Akino, T., Parsons, K., Wang, Y., "AutoHLS: Learning to Accelerate Design Space Exploration for HLS Designs", International Midwest Symposium on Circuits and Systems (MWSCAS), DOI: 10.1109/MWSCAS57524.2023.10405914, August 2023.
BibTeX TR2023-097 PDF- @inproceedings{Ahmed2023aug2,
- author = {Ahmed, Md Rubel and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
- title = {AutoHLS: Learning to Accelerate Design Space Exploration for HLS Designs},
- booktitle = {International Midwest Symposium on Circuits and Systems (MWSCAS)},
- year = 2023,
- month = aug,
- publisher = {IEEE},
- doi = {10.1109/MWSCAS57524.2023.10405914},
- issn = {1558-3899},
- isbn = {979-8-3503-0210-3},
- url = {https://www.merl.com/publications/TR2023-097}
- }
- Sakaguchi, N., Sumi, T., Nagai, Y., Guo, J., Parsons, K., Orlik, P.V., "MPTCP Evaluation for Heterogeneous Wireless Networks", International Conference on Ubiquitous and Future Networks, July 2023.
BibTeX - @inproceedings{Sakaguchi2023jul,
- author = {Sakaguchi, Naotaka and Sumi, Takenori and Nagai, Yukimasa and Guo, Jianlin and Parsons, Kieran and Orlik, Philip V.},
- title = {MPTCP Evaluation for Heterogeneous Wireless Networks},
- booktitle = {International Conference on Ubiquitous and Future Networks},
- year = 2023,
- month = jul
- }
- Guo, J., Koike-Akino, T., Wang, P., Parsons, K., Orlik, P.V., Shanmuga Sundaram, J.P., Sumi, T., Nagai, Y., "Rateless Coding for Multi-Hop Broadcast Transmission in Wireless IoT Networks", IEEE International Symposium on Information Theory (ISIT), June 2023.
BibTeX TR2023-073 PDF- @inproceedings{Guo2023jun,
- author = {Guo, Jianlin and Koike-Akino, Toshiaki and Wang, Pu and Parsons, Kieran and Orlik, Philip V. and Shanmuga Sundaram, Jothi Prasanna and Sumi, Takenori and Nagai, Yukimasa},
- title = {Rateless Coding for Multi-Hop Broadcast Transmission in Wireless IoT Networks},
- booktitle = {IEEE International Symposium on Information Theory (ISIT)},
- year = 2023,
- month = jun,
- url = {https://www.merl.com/publications/TR2023-073}
- }
- Wang, X., Kim, K.J., Wang, Y., Koike-Akino, T., Parsons, K., "DeepEAD: Explainable Anomaly Detection from System Logs", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC45041.2023.10279563, May 2023.
BibTeX TR2023-050 PDF- @inproceedings{Wang2023may,
- author = {Wang, Xinda and Kim, Kyeong Jin and Wang, Ye and Koike-Akino, Toshiaki and Parsons, Kieran},
- title = {DeepEAD: Explainable Anomaly Detection from System Logs},
- booktitle = {IEEE International Conference on Communications (ICC)},
- year = 2023,
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICC45041.2023.10279563},
- issn = {1938-1883},
- isbn = {978-1-5386-7462-8},
- url = {https://www.merl.com/publications/TR2023-050}
- }
- Kim, K.J., Vinod, A.P., Guo, J., Deshpande, V.M., Parsons, K., "Spectrum Sharing-inspired Safe Motion Planning", IEEE International Conference on Communications Workshops (ICC), May 2023.
BibTeX TR2023-049 PDF- @inproceedings{Kim2023may2,
- author = {Kim, Kyeong Jin and Vinod, Abraham P. and Guo, Jianlin and Deshpande, Vedang M. and Parsons, Kieran},
- title = {Spectrum Sharing-inspired Safe Motion Planning},
- booktitle = {IEEE International Conference on Communications Workshops (ICC)},
- year = 2023,
- month = may,
- url = {https://www.merl.com/publications/TR2023-049}
- }
- 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}
- }