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O. Deniz Akyildiz
Assistant Professor, Department of Mathematics, Imperial College London
Joined
April 2020
Names
O. Deniz Akyildiz
(Preferred)
,
Omer Deniz Akyildiz
Emails
****@turing.ac.uk
(Confirmed)
,
****@gmail.com
(Confirmed)
,
****@imperial.ac.uk
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
ORCID
Career & Education History
Assistant Professor
Department of Mathematics,
Imperial College London
(imperial.ac.uk)
2022
–
Present
Postdoc
Data Centric Engineering,
Alan Turing Institute
(turing.ac.uk)
2021
–
2022
Advisors, Relations & Conflicts
PhD Advisor
Joaquin Miguez
2015
–
2019
Expertise
Stochastic optimization
Present
Stochastic differential equations
Present
Generative models
Present
Publications
Training Latent Diffusion Models with Interacting Particle Algorithms
Tim Y. J. Wang
,
Juan Kuntz
,
O. Deniz Akyildiz
AISTATS 2026 Poster
Readers:
Everyone
Momentum SVGD-EM for Accelerated Maximum Marginal Likelihood Estimation
Adam Rozzio
,
Rafael Athanasiades
,
O. Deniz Akyildiz
AISTATS 2026 Poster
Readers:
Everyone
Sampling by averaging: A multiscale approach to score estimation
Paula Cordero Encinar
,
Andrew B. Duncan
,
Sebastian Reich
,
O. Deniz Akyildiz
NeurIPS 2025 poster
Readers:
Everyone
Learning Latent Variable Models via Jarzynski-adjusted Langevin Algorithm
James Cuin
,
Davide Carbone
,
O. Deniz Akyildiz
NeurIPS 2025 poster
Readers:
Everyone
On diffusion posterior sampling via sequential Monte Carlo for zero-shot scaffolding of protein motifs
James Matthew Young
,
O. Deniz Akyildiz
Accepted by TMLR
Readers:
Everyone
Proximal Interacting Particle Langevin Algorithms
Paula Cordero Encinar
,
Francesca Romana Crucinio
,
O. Deniz Akyildiz
UAI 2025 Oral
Readers:
Everyone
Non-asymptotic Analysis of Diffusion Annealed Langevin Monte Carlo for Generative Modelling
Paula Cordero-Encinar
,
Ömer Deniz Akyildiz
,
Andrew B. Duncan
CoRR 2025
Readers:
Everyone
A Proximal Newton Adaptive Importance Sampler
Víctor Elvira
,
Émilie Chouzenoux
,
Ömer Deniz Akyildiz
IEEE Signal Process. Lett. 2025
Readers:
Everyone
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
Accepted by TMLR
Readers:
Everyone
Tweedie Moment Projected Diffusions for Inverse Problems
Benjamin Boys
,
Mark Girolami
,
Jakiw Pidstrigach
,
Sebastian Reich
,
Alan Mosca
,
Omer Deniz Akyildiz
Accepted by TMLR
Readers:
Everyone
View all 48 publications
Co-Authors
Adam M. Johansen
Adam Rozzio
Alan Mosca
Alex Glyn-Davies
Alex John Glyn-Davies
Andrew B. Duncan
Andrew M. Stuart
Arnaud Vadeboncoeur
Ayman Boustati
Benjamin Boys
Connor Duffin
Dan Crisan
Davide Carbone
Dong-Young Lim
Dongyoung Lim
Emilie Chouzenoux
Fehmi Cirak
Francesca Romana Crucinio
Francisco J. R. Ruiz
Gerrit J. J. van den Burg
Ieva Kazlauskaite
Ilker Bayram
Inés P. Mariño
Jakiw Pidstrigach
James Cuin
View all 48 co-authors