@inproceedings{chen2026efficiently, title = {Efficiently Estimating Optimal Hyperparameter Scaling Laws through Power-Law Entropy Search}, author = {Zhiliang Chen and Sebastian Ament and David Eriksson and Maximilian Balandat and Bryan Kian Hsiang Low and Eytan Bakshy and Jihao Andreas Lin}, booktitle = {Preprint}, year = {2026} }