Research
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Partial transport for point-cloud registration
Bai, Yiku; Tran, Huy; Damelin, Steven B.; Kolouri, Soheil. “Partial transport for point-cloud registration.” Sampling Theory, Signal Processing, and Data Analysis, vol. 23, no. 1, 2025, 4, https://doi.org/10.1007/s43670-025-00097-1. Point cloud registration is a key task in areas like robotics, computer graphics,… Read MoreMar. 24, 2025
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Explainable AI for medical image analysis
Brás, Carolina; Montenegro, Helena; Cai, Leon Y.; Corbetta, Valentina; Huo, Yuankai; Silva, Wilson; Cardoso, Jaime S.; Landman, Bennett A.; IÅ¡gum, Ivana. “Explainable AI for medical image analysis.” Trustworthy Ai in Medical Imaging, 2024 ÎåÒ»²è¹Ý¶ù, pp. 347-366, https://doi.org/10.1016/B978-0-44-323761-4.00028-6. As AI-driven solutions are… Read MoreMar. 24, 2025
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BrainWash: A Poisoning Attack to Forget in Continual Learning
Abbasi, Ali; Nooralinejad, Parsa; Pirsiavash, Hamed; Kolouri, Soheil. “BrainWash: A Poisoning Attack to Forget in Continual Learning.” Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2024 ÎåÒ»²è¹Ý¶ù, pp. 24057-24067, https://doi.org/10.1109/CVPR52733.2024 ÎåÒ»²è¹Ý¶ù.02271. Continual learning, a field within deep learning,… Read MoreMar. 24, 2025
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Statistical Context Detection for Deep Lifelong Reinforcement Learning
Dick, J., Nath, S., Peridis, C., Benjamin, E., Kolouri, S., & Soltoggio, A. (2024 ÎåÒ»²è¹Ý¶ù). “Statistical Context Detection for Deep Lifelong Reinforcement Learning.” Proceedings of Machine Learning Research, 274, 1013-1031. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85219511357&partnerID=40&md5=44236f24c54c2e13e04ef41cc8a97b90 Context detection involves identifying different tasks within a continuous stream of data. Read MoreMar. 24, 2025
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Equivariant vs. Invariant Layers: A Comparison of Backbone and Pooling for Point Cloud Classification
Machine learning models are increasingly being used to analyze point cloud data, which consists of unordered sets of points, such as 3D scans of objects. To effectively process this type of data, neural networks must be designed to ensure that their predictions remain the same regardless of the order… Read MoreFeb. 24, 2025
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Large Language Model GPT-4 Compared to Endocrinologist Responses on Initial Choice of Glucose-Lowering Medication Under Conditions of Clinical Uncertainty
Flory, James H.; Ancker, Jessica S.; Kim, Scott Y. H.; Kuperman, Gilad; Petrov, Aleksandr; Vickers, Andrew. “Large Language Model GPT-4 Compared to Endocrinologist Responses on Initial Choice of Glucose-Lowering Medication Under Conditions of Clinical Uncertainty.” Diabetes Care, vol. 48, no. 2, 2025, pp. 185-192,… Read MoreFeb. 24, 2025
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Reliable Transcranial Functional Ultrasound in an Adult Cohort (N=13)
Vienneau, Emelina; Weeks, Abbie; Morgan, Victoria; Byram, Brett. “Reliable Transcranial Functional Ultrasound in an Adult Cohort (N=13).” IEEE Ultrasonics, Ferroelectrics, and Frequency Control Joint Symposium, UFFC-JS 2024 ÎåÒ»²è¹Ý¶ù – Proceedings, 2024 ÎåÒ»²è¹Ý¶ù, https://doi.org/10.1109/UFFC-JS60046.2024 ÎåÒ»²è¹Ý¶ù.10793710. Functional ultrasound was first tested in rodents, but more recently, it… Read MoreFeb. 24, 2025
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GCNR Regularization Improves Deep Neural Network Beamformers
Pan, Ying-Chun; Khan, Christopher; Lefevre, Ryan; Eagle, Susan; Byram, Brett. “GCNR Regularization Improves Deep Neural Network Beamformers.” IEEE Ultrasonics, Ferroelectrics, and Frequency Control Joint Symposium, UFFC-JS 2024 ÎåÒ»²è¹Ý¶ù – Proceedings, 2024 ÎåÒ»²è¹Ý¶ù, https://doi.org/10.1109/UFFC-JS60046.2024 ÎåÒ»²è¹Ý¶ù.10793808. Deep neural network (DNN) beamformers are becoming increasingly… Read MoreFeb. 24, 2025
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Deep learning-based free-water correction for single-shell diffusion MRI
Yao, Tianyuan; Archer, Derek B.; Kanakaraj, Praitayini; Newlin, Nancy; Bao, Shunxing; Moyer, Daniel; Schilling, Kurt; Landman, Bennett A.; Huo, Yuankai. “Deep learning-based free-water correction for single-shell diffusion MRI.” Magnetic Resonance Imaging, vol. 117, 2025, 110326, https://doi.org/10.1016/j.mri.2025.110326. Free-water elimination (FWE)… Read MoreFeb. 24, 2025
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Association of Plasma Biomarkers of Alzheimer Disease and Neurodegeneration With Longitudinal Intra-Network Functional Brain Connectivity
Dark, Heather E.; Shafer, Andrea T.; Cordon, Jenifer; An, Yang; Lewis, Alexandria; Moghekar, Abhay; Landman, Bennett; Resnick, Susan M.; Walker, Keenan A. “Association of Plasma Biomarkers of Alzheimer Disease and Neurodegeneration With Longitudinal Intra-Network Functional Brain Connectivity.” Neurology, vol. 104, no. 4, 2025, e210271,… Read MoreFeb. 24, 2025