Papers


  1. Shahriari, B., Swersky, K., Wang, Z., Adams, R. P., & de Freitas, N. (2016). Taking the Human Out of the Loop: A Review of Bayesian Optimization. In Proceedings of the IEEE (Vol. 104, pp. 1–28). (link)
  2. Shahriari, B., Bouchard-Côté, A., & de Freitas, N. (2016). Unbounded Bayesian Optimization via Regularization. In AISTATS. (link) (poster)
  3. Hoffman, M. W., & Shahriari, B. (2014). Modular mechanisms for Bayesian optimization. In NIPS workshop on Bayesian optimization. (pdf) (code)
  4. Shahriari, B., Wang, Z., Hoffman, M. W., Bouchard-Côté, A., & de Freitas, N. (2014). An entropy search portfolio for Bayesian optimization. In NIPS workshop on Bayesian optimization. (link) (poster)
  5. Hoffman, M. W., Shahriari, B., & de Freitas, N. (2014). On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning. In AISTATS (pp. 365–374). (pdf) (poster) (talk)
  6. M. Sc. Thesis. (2010). The modified Cahn-Hilliard equation on general surfaces. (link)