Claesen, Marc; Moor, Bart De (2015). "Hyperparameter Search in Machine Learning". MIC 2015: The XI Metaheuristics International Conference. 14: 1–5. arXiv:1502.02127.
Ziyu, Wang; Frank, Hutter; Masrour, Zoghi; David, Matheson; Nando, de Feitas (2016). "Bayesian Optimization in a Billion Dimensions via Random Embeddings". Journal of Artificial Intelligence Research (dalam bahasa Inggris). 55: 361–387. arXiv:1301.1942. doi:10.1613/jair.4806.
Shaban, A., Cheng, C. A., Hatch, N., & Boots, B. (2019, April). Truncated back-propagation for bilevel optimization. In The 22nd International Conference on Artificial Intelligence and Statistics (pp. 1723-1732). PMLR.
Li, Ang; Spyra, Ola; Perel, Sagi; Dalibard, Valentin; Jaderberg, Max; Gu, Chenjie; Budden, David; Harley, Tim et al. (2019-02-05). "A Generalized Framework for Population Based Training". arΧiv:1902.01894 [cs.AI].
Jamieson, Kevin; Talwalkar, Ameet (2015-02-27). "Non-stochastic Best Arm Identification and Hyperparameter Optimization". arΧiv:1502.07943 [cs.LG].
Li, Liam; Jamieson, Kevin; Rostamizadeh, Afshin; Gonina, Ekaterina; Hardt, Moritz; Recht, Benjamin; Talwalkar, Ameet (2020-03-16). "A System for Massively Parallel Hyperparameter Tuning". arΧiv:1810.05934v5 [cs.LG].
Li, Lisha; Jamieson, Kevin; DeSalvo, Giulia; Rostamizadeh, Afshin; Talwalkar, Ameet (2020-03-16). "Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization". Journal of Machine Learning Research. 18: 1–52. arXiv:1603.06560.
Diaz, Gonzalo; Fokoue, Achille; Nannicini, Giacomo; Samulowitz, Horst (2017). "An effective algorithm for hyperparameter optimization of neural networks". arΧiv:1705.08520 [cs.AI].
Hazan, Elad; Klivans, Adam; Yuan, Yang (2017). "Hyperparameter Optimization: A Spectral Approach". arΧiv:1706.00764 [cs.LG].
Ziyu, Wang; Frank, Hutter; Masrour, Zoghi; David, Matheson; Nando, de Feitas (2016). "Bayesian Optimization in a Billion Dimensions via Random Embeddings". Journal of Artificial Intelligence Research (dalam bahasa Inggris). 55: 361–387. arXiv:1301.1942. doi:10.1613/jair.4806.