Isabel Rodríguez-Barraquer (UCSF)
Predictive models and transfer learning for SLC transporter Yun Song (UCB), Steven Brenner (UC Berkeley/UCSF), Sook Wah Yee (UCSF) Jagota, M., Ye, C., Albors, C., Rastogi, R., Koehl, A., Ioannidis, N. and Song, Y.S. (2023) Cross-protein transfer learning substantially improves disease variant prediction. Genome Biology, 24, Article Number: 182. Yee, S.W., Macdonald, C.B., Mitrovic, D., Zhou, X., Koleske, M.L., Yang, J., Silva, D.B., Grimes, P.R., Trinidad, D.D., More, S.S. and Kachuri, L., (2024) The full spectrum of SLC22 OCT1 mutations illuminates the bridge between drug transporter biophysics and pharmacogenomics. Molecular Cell, 84(10), pp.1932-1947. Benegas, G., Ye, C., Albors, C., Li, J.C., Song, Y.S. (2024) Genomic Language Models: Opportunities and Challenges. Trends in Genetics, in press. Moukarzel AE, Fitzgerald J, Battraw MA, Pereira C, Li A, Smedley L, Marasco PD, Joiner WM, Schofield JS. Ultrasound Imaging and Machine Learning to Detect Missing Hand Motions for Individuals Receiving Targeted Muscle Reinnervation for Nerve-Pain Prevention. Journal of Neural Engineering. (Submitted and under review) Transforming the Accessibility of Bionic Prosthetic Limbs by Leveraging Modern Computational Approaches and the Emerging Standard of Amputation Surgery Jonathon Schofield (UC Davis), Wilsaan Joiner (UC Davis), Clifford Pereira (UC Davis), Andrew Li (UC Davis) Müller, Nicola F., Remco R. Bouckaert, Chieh-Hsi Wu, and Trevor Bedford. "MASCOT-Skyline integrates population and migration dynamics to enhance phylogeographic reconstructions." bioRxiv (2024). A unified framework to study the local transmission dynamics of infectious disease from multiple data sources.
CYBERSECURITY AND PRIVACY
Hany Farid (UC Berkeley) Information Security: Protecting against malicious generative AI
S. Barrington and H. Farid. People are Poorly Equipped to Detect AI-powered Voice Clones, arXiv:2410.03791, 2024. H. Farid. Artificial Intelligence: A Primer for Legal Practitioners, in Artificial Intelligence: Legal Issues, Policy, and Practical Strategies, 2024. G.J.A. Porcile, J. Gindi, S. Mundra, J.R. Verbus, and H. Farid, Finding AI-Generated Faces in the Wild. Workshop on Media Forensics at CVPR, 2024. M. Bohacek and H. Farid. Lost in Translation: Lip-Sync Deepfake Detection from Audio-Video Mismatch. Workshop on Media Forensics at CVPR, 2024. M. Bohá č ek and H. Farid. The Making of an AI News Anchor -- and its Implications. Proceedings of the National Academy of Sciences, 121(1), 2024. A. McGuire, M. Bohacek, H. Farid, P. Taylor, S. Nightingale. How Realistic are AI-generated Faces? European Conference on Visual Perception, 2024. E. Booth, J. Lee, M.A. Rizoiu, and H. Farid. Conspiracy, Misinformation, Radicalisation: Understanding the online pathway to indoctrination and opportunities for intervention. Journal of Sociology, 2024. S. Barrington, R. Barua, G. Koorma, and Hany Farid. Single and Multi-Speaker Cloned Voice Detection: From Perceptual to Learned Features. Workshop on Image Forensics and Security, Nuremberg, Germany, 2023. Z. Epstein, et al. Art and the Science of Generative AI. Science, 380(6650):1110-1111, 2023. OP-ED: Why the Fake Biden Videos Flooding Social Media are More Insidious than they Appear, MSNBC, 6.18.24 A Forensics Expert on Princess Kate's Photo, Time Magazine, 3.12.24. DATASET: S. Barrington, M. Bohacek, and H. Farid. DeepSpeak Dataset v1.0, arXiv:2408.05366, 2024.
Javad Lavaei (UC Berkeley), Somayeh Sojoudii (UC Berkeley) Cyberattack Detection for the US Power Grid Using Machine Learning and AI Techniques
Haixiang Zhang, Baturalp Yalcin, Javad Lavaei, and Eduardo Sontag, Exact Recovery Guarantees for Parameterized Non-linear System Identification Problem under Adversarial Attacks, under review.
80 Impact Report 2023 - 24 | UC NI
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