Towards Learning Universal Hyperparameter Optimizers with Transformers

Yutian Chen, Xingyou Song, Chansoo Lee, Zi Wang, Richard Zhang 0003, David Dohan, Kazuya Kawakami, Greg Kochanski, Arnaud Doucet, Marc'Aurelio Ranzato, Sagi Perel, Nando de Freitas. Towards Learning Universal Hyperparameter Optimizers with Transformers. In Sanmi Koyejo, S. Mohamed, A. Agarwal, Danielle Belgrave, K. Cho, A. Oh, editors, Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, LA, USA, November 28 - December 9, 2022. 2022. [doi]

Authors

Yutian Chen

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Xingyou Song

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Chansoo Lee

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Zi Wang

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Richard Zhang 0003

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David Dohan

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Kazuya Kawakami

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Greg Kochanski

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Arnaud Doucet

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Marc'Aurelio Ranzato

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Sagi Perel

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Nando de Freitas

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