Search Results for author: Killian Wood

Found 3 papers, 1 papers with code

Solving Decision-Dependent Games by Learning from Feedback

no code implementations29 Dec 2023 Killian Wood, Ahmed Zamzam, Emiliano Dall'Anese

This paper tackles the problem of solving stochastic optimization problems with a decision-dependent distribution in the setting of stochastic strongly-monotone games and when the distributional dependence is unknown.

Stochastic Optimization

Scalable Gaussian Process Hyperparameter Optimization via Coverage Regularization

no code implementations22 Sep 2022 Killian Wood, Alec M. Dunton, Amanda Muyskens, Benjamin W. Priest

Gaussian processes (GPs) are Bayesian non-parametric models popular in a variety of applications due to their accuracy and native uncertainty quantification (UQ).

Conformal Prediction Gaussian Processes +2

Stochastic Saddle Point Problems with Decision-Dependent Distributions

1 code implementation7 Jan 2022 Killian Wood, Emiliano Dall'Anese

To find equilibrium points, we develop deterministic and stochastic primal-dual algorithms and demonstrate their convergence with constant step-size in the former and polynomial decay step-size schedule in the latter.

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