P. Chang, G. Durán-Martín, A. Shestopaloff, M. Jones, K. Murphy. Low-rank extended Kalman filtering for online learning of neural networks from streaming data. 2023. Conference on Lifelong Learning Agents (CoLLAs). (link)
P. Chang, M. Jones, K. Murphy. On diagonal approximations to the extended Kalman filter for online training of Bayesian neural networks. 2022. ACML Continual Lifelong Learning Workshop. (link)
Research Assistant
S. Mullainathan, A. Rambachan. From Predictive Algorithms to Automatic Generation of Anomalies. 2023. Working Paper. (link)