@article{activebudgetallocationforefficientscalin, title = {Active Budget Allocation for Efficient Scaling Law Estimation via Surrogate-Guided Pruning}, author = {Viktoria Schram and Markus Hiller and Daniel Beck and Trevor Cohn}, year = {2026}, eprint = {2605.17234}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.17234}, }