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Addison Weatherhead

1 accepted papers

2025

HDP-Flow: Generalizable Bayesian Nonparametric Model for Time Series State Discovery

UAI 2025

We introduce HDP-Flow, a Bayesian nonparametric (BNP) model for unsupervised state discovery in dynamic, non-stationary time series data. Unlike prior work that assumes fixed states, HDPFlow models evolving datasets with unknown and variable latent states. By integrating the adaptability of BNP mode