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Akyildiz, Omer Deniz
7 publications
TMLR
2025
On Diffusion-Based Generative Models and Their Error Bounds: The Log-Concave Case with Full Convergence Estimates
Stefano Bruno
,
Ying Zhang
,
Dongyoung Lim
,
Omer Deniz Akyildiz
,
Sotirios Sabanis
UAI
2025
Proximal Interacting Particle Langevin Algorithms
Paula Cordero Encinar
,
Francesca Romana Crucinio
,
Omer Deniz Akyildiz
TMLR
2024
Tweedie Moment Projected Diffusions for Inverse Problems
Benjamin Boys
,
Mark Girolami
,
Jakiw Pidstrigach
,
Sebastian Reich
,
Alan Mosca
,
Omer Deniz Akyildiz
ICML
2023
Random Grid Neural Processes for Parametric Partial Differential Equations
Arnaud Vadeboncoeur
,
Ieva Kazlauskaite
,
Yanni Papandreou
,
Fehmi Cirak
,
Mark Girolami
,
Omer Deniz Akyildiz
AISTATS
2021
Probabilistic Sequential Matrix Factorization
Omer Deniz Akyildiz
,
Gerrit Burg
,
Theodoros Damoulas
,
Mark Steel
NeurIPS
2020
Generalised Bayesian Filtering via Sequential Monte Carlo
Ayman Boustati
,
Omer Deniz Akyildiz
,
Theodoros Damoulas
,
Adam Johansen
NeurIPS
2020
VarGrad: A Low-Variance Gradient Estimator for Variational Inference
Lorenz Richter
,
Ayman Boustati
,
Nikolas Nüsken
,
Francisco Ruiz
,
Omer Deniz Akyildiz