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stat.ML2025
Nearly Minimax Discrete Distribution Estimation in Kullback-Leibler Divergence with High Probability
Dirk van der Hoeven, Julia Olkhovskaia, Tim van Erven
We consider the fundamental problem of estimating a discrete distribution on a domain of size with high probability in Kullback-Leibler divergence. We provide upper and lower b…
stat.ML2025
Sample-efficient Learning of Concepts with Theoretical Guarantees: from Data to Concepts without Interventions
Hidde Fokkema, Tim van Erven, Sara Magliacane
Machine learning is a vital part of many real-world systems, but several concerns remain about the lack of interpretability, explainability and robustness of black-box AI systems.…