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Munther A. Dahleh

2 accepted papers

2026

VITA: Variational Pretraining of Transformers for Climate-Robust Crop Yield Forecasting

AAAI 2026technical

Accurate crop yield forecasting is essential for global food security. However, current AI models systematically underperform when yields deviate from historical trends. We attribute this to the lack of rich, physically grounded datasets directly linking atmospheric states to yields. To address this

Cited by 0SourcePDFScholar
2023

SAMoSSA: Multivariate Singular Spectrum Analysis with Stochastic Autoregressive Noise

NeurIPS 2023poster

The well-established practice of time series analysis involves estimating deterministic, non-stationary trend and seasonality components followed by learning the residual stochastic, stationary components. Recently, it has been shown that one can learn the deterministic non-stationary components acc…

Cited by 2SourcePDFScholar