6 citations · 8 across the 10 of their papers we have counts for
10 papers
XAI-Arena: Can LLMs Assess the Quality of XAI Explanations?
Yanfei Hu Fleischhauer, Alona Zharova, Nadja Klein +1
Evaluating the quality of explanations produced by explainable AI (XAI) methods remains challenging because existing approaches often rely on subjective human judgment, limiting re…
Algorithmic Control Improves Residential Building Energy and EV Management when PV Capacity is High but Battery Capacity is Low
Lennart Ullner, Alona Zharova, Felix Creutzig
Efficient energy management in prosumer households is key to alleviating grid stress in an energy transition marked by electric vehicles (EV), renewable energies and battery storag…
Beware of "Explanations" of AI
David Martens, Galit Shmueli, Theodoros Evgeniou +14
Understanding the decisions made and actions taken by increasingly complex AI system remains a key challenge. This has led to an expanding field of research in explainable artifici…
An Assessment of the CO Emission Reduction Potential of Residential Load Management in Developing and Developed Countries
Alona Zharova, Felix Creutzig
Intermittent renewable energies are increasingly dominating electricity grids and are forecasted to be the main force driving out fossil fuels from the grid in most major economies…
Multistep Multiappliance Load Prediction
Alona Zharova, Antonia Scherz
A well-performing prediction model is vital for a recommendation system suggesting actions for energy-efficient consumer behavior. However, reliable and accurate predictions depend…
Activity-Based Recommendations for Demand Response in Smart Sustainable Buildings
Alona Zharova, Laura Löschmann
The energy consumption of private households amounts to approximately 30% of the total global energy consumption, causing a large share of the CO2 emissions through energy producti…