P
Padhraic Smyth
Researcher at University of California, Irvine
Publications - 359
Citations - 38795
Padhraic Smyth is an academic researcher from University of California, Irvine. The author has contributed to research in topics: Inference & Topic model. The author has an hindex of 80, co-authored 342 publications receiving 36653 citations. Previous affiliations of Padhraic Smyth include University of California & Jet Propulsion Laboratory.
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Journal ArticleDOI
Functional Flow Matching
Gavin Kerrigan,Padhraic Smyth +1 more
TL;DR: Functional Flow Matching (FFM) as mentioned in this paper is a generative model that generalizes the recently-introduced flow matching model to operate directly in infinite-dimensional spaces, by first defining a path of probability measures that interpolates between a fixed Gaussian measure and the data distribution.
Posted Content
Joint Fairness Model with Applications to Risk Predictions for Under-represented Populations
TL;DR: In this article, the authors proposed a Joint Fairness Model (JFM) approach for binary outcomes that estimates group-specific classifiers using a joint modeling objective function that incorporates fairness criteria for prediction.
Proceedings ArticleDOI
Probabilistic Querying of Continuous-Time Event Sequences
TL;DR: In this article , the authors introduce a new typology of query types and a framework for addressing them using importance sampling, i.e., predicting the $n^\text{th}$ event type in a sequence and the hitting time distribution of one or more event types.