Evolve Cost-Aware Acquisition Functions Using Large Language Models

Author:

Yao YimingORCID,Liu FeiORCID,Cheng JiORCID,Zhang QingfuORCID

Publisher

Springer Nature Switzerland

Reference36 articles.

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2. Balandat, M., et al.: Botorch: a framework for efficient monte-carlo bayesian optimization. Adv. Neural. Inf. Process. Syst. 33, 21524–21538 (2020)

3. Bansal, A., Stoll, D., Janowski, M., Zela, A., Hutter, F.: JAHS-bench-201: a foundation for research on joint architecture and hyperparameter search. Adv. Neural. Inf. Process. Syst. 35, 38788–38802 (2022)

4. Chen, Y., et al.: Learning to learn without gradient descent by gradient descent. In: International Conference on Machine Learning, pp. 748–756. PMLR (2017)

5. Chen, Y., et al.: Towards learning universal hyperparameter optimizers with transformers. Adv. Neural. Inf. Process. Syst. 35, 32053–32068 (2022)

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