4 citations · 6 across the 3 of their papers we have counts for
3 papers
cs.LG2024
Explainable Adaptive Tree-based Model Selection for Time Series Forecasting
Matthias Jakobs, Amal Saadallah
Tree-based models have been successfully applied to a wide variety of tasks, including time series forecasting. They are increasingly in demand and widely accepted because of their…
cs.LG2023★ 2 cited
Energy Efficiency Considerations for Popular AI Benchmarks
Raphael Fischer, Matthias Jakobs, Katharina Morik
Advances in artificial intelligence need to become more resource-aware and sustainable. This requires clear assessment and reporting of energy efficiency trade-offs, like sacrifici…
cs.LG2023★ 4 cited
Shapley Values with Uncertain Value Functions
Raoul Heese, Sascha Mücke, Matthias Jakobs +2
We propose a novel definition of Shapley values with uncertain value functions based on first principles using probability theory. Such uncertain value functions can arise in the c…