3 papers
cs.AI2026
WattCouncil: Context-Aware Household Energy Scenario Generation With Governed LLMs
Mohannad Takrouri, Nicolas M. Cuadrado A., Martin Takáč
The accelerating shift toward low-carbon power systems, together with the widespread adoption of behind-the-meter technologies such as rooftop solar and electric vehicles, is placi…
cs.LG2025
Tractable Probabilistic Models for Investment Planning
Nicolas M. Cuadrado A., Mohannad Takrouri, Jiří Němeček +2
Investment planning in power utilities, such as generation and transmission expansion, requires decisions under substantial uncertainty over decade--long horizons for policies, dem…
cs.CL2025
Knowledge Distillation from Large Language Models for Household Energy Modeling
Mohannad Takrouri, Nicolás M. Cuadrado, Martin Takáč
Machine learning (ML) is increasingly vital for smart-grid research, yet restricted access to realistic, diverse data - often due to privacy concerns - slows progress and fuels dou…