Efficient Bayesian Computation for Low-Photon Imaging Problems. - Savvas Melidonis; Paul Dobson; Yoann Altmann; Marcelo Pereyra; Konstantinos Zygalakis (SIAM J. Imaging Sci., 2023)

Empirical Bayesian Imaging With Large-Scale Push-Forward Generative Priors. - Savvas Melidonis; Matthew Holden; Yoann Altmann; Marcelo Pereyra; Konstantinos C. Zygalakis (IEEE Signal Process. Lett., 2024)

Score-Based Denoising Diffusion Models for Photon-Starved Image Restoration Problems. - Savvas Melidonis; Yiming Xi; Konstantinos C. Zygalakis; Yoann Altmann; Marcelo Pereyra (Trans. Mach. Learn. Res., 2025)

Efficient Bayesian Computation Using Plug-and-Play Priors for Poisson Inverse Problems. - Teresa Klatzer; Savvas Melidonis; Marcelo Pereyra; Konstantinos C. Zygalakis (CoRR, 2025)