PAC-Bayesian Reconstruction Guarantees for Time Series Variational Autoencoders
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arXiv:2609.05212v1 Announce Type: new Abstract: Forecasting time series accurately is critical for applications with complex data ranging from energy systems to healthcare and finance. Among current state of the art models, generative latent variable models are increasingly implemented; yet princip…
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- 2026-09-07 04:00 · arXiv stat.ML
PAC-Bayesian Reconstruction Guarantees for Time Series Variational Autoencoders