2 papers
cs.AI2026
A Generalized Synthetic Control Method for Baseline Estimation in Demand Response Services
Jonas Sievers, Mardavij Roozbehani
Baseline estimation is critical to Demand Response (DR) settlement in electricity markets, yet existing machine learning methods remain limited in predictive performance, while met…
cs.LG2025
VITA: Variational Pretraining of Transformers for Climate-Robust Crop Yield Forecasting
Adib Hasan, Mardavij Roozbehani, Munther Dahleh
Accurate crop yield forecasting is essential for global food security. However, current AI models systematically underperform when yields deviate from historical trends. We attribu…