Publications

Jihao Andreas Lin

Co-first author

, Sebastian Ament

Co-first author

, Louis Tiao, David Eriksson, Maximilian Balandat, Eytan Bakshy (2026). Empirical Gaussian Processes. In ICML 2026.

Miles Olson

Co-first author

, Elizabeth Santorella

Co-first author

, Louis Tiao

Co-first author

, Sait Cakmak

Co-first author

, David Eriksson, Mia Garrard, Sam Daulton, Maximilian Balandat, Eytan Bakshy, Elena Kashtelyan, Zhiyuan Jerry Lin, Sebastian Ament, Bernard Beckerman, Eric Onofrey, Paschal Igusti, Cristian Lara, Benjamin Letham, Cesar Cardoso, Shiyun Sunny Shen, Andy Chenyuan Lin, Matthew Grange (2025). Ax: A Platform for Adaptive Experimentation. In AutoML 2025 (ABCD Track).

Louis Tiao (2023). Probabilistic Machine Learning in the Age of Deep Learning: New Perspectives for Gaussian Processes, Bayesian Optimization and Beyond (PhD Thesis).

Louis Tiao, Vincent Dutordoir, Victor Picheny (2023). Spherical Inducing Features for Orthogonally-Decoupled Gaussian Processes. In ICML2023. Accepted as Oral Presentation.

Rafael Oliveira, Louis Tiao, Fabio Ramos (2022). Batch Bayesian Optimisation via Density-ratio Estimation with Guarantees. In NeurIPS2022.

Louis Tiao, Aaron Klein, Matthias Seeger, Edwin V. Bonilla, Cédric Archambeau, Fabio Ramos (2021). BORE: Bayesian Optimization by Density-Ratio Estimation. In ICML2021. Accepted as Oral Presentation (Top 3%).

Matthias Seeger, Aaron Klein, Thibaut Lienart, Louis Tiao (2021). Simulation-based Scoring for Model-based Asynchronous Hyperparameter and Neural Architecture Search. At ICLR 2021 Workshop on Neural Architecture Search.

Louis Tiao, Aaron Klein, Cédric Archambeau, Edwin V. Bonilla, Matthias Seeger, Fabio Ramos (2020). Bayesian Optimization by Density Ratio Estimation. At NeurIPS 2020 MetaLearn Workshop. Accepted as Contributed Talk (best 3 submissions)..

Pantelis Elinas

Equal contribution

, Edwin V. Bonilla

Equal contribution

, Louis Tiao (2020). Variational Inference for Graph Convolutional Networks in the Absence of Graph Data and Adversarial Settings. In NeurIPS2020. Accepted as Spotlight Presentation (Top 3%).

Aaron Klein

Equal contribution

, Louis Tiao

Equal contribution

, Thibaut Lienart, Cédric Archambeau, Matthias Seeger (2020). Model-based Asynchronous Hyperparameter and Neural Architecture Search.