Akyildiz, O. Deniz

1. Tweedie Moment Projected Diffusions For Inverse Problems
   2023/10/10 by Benjamin Boys, Mark Girolami, Boys, Benjamin +9 · 14 citations
   Computer Science · Medicine · #Advanced Neuroimaging Techniques and Applications #Computation (stat.CO) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
2. Efficient Prior Calibration From Indirect Data
   2024/05/28 by Akyildiz, O. Deniz, Girolami, Mark, Stuart, Andrew M. +1 · 3 citations
   #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Non-asymptotic Analysis of Diffusion Annealed Langevin Monte Carlo for Generative Modelling
   2025/02/13 by Paula Cordero-Encinar, Cordero-Encinar, Paula, Ömer Deniz Akyıldız +3 · 4 citations
   Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Probability (math.PR)
4. On diffusion posterior sampling via sequential Monte Carlo for zero-shot scaffolding of protein motifs
   2024/12/08 by Young, James Matthew, Akyildiz, O. Deniz · 2 citations
   #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. A Multiscale Perspective on Maximum Marginal Likelihood Estimation
   2024/06/06 by Ömer Deniz Akyıldız, Michela Ottobre, Akyildiz, O. Deniz +3 · 2 citations
   Decision Sciences · #demographic modeling and climate adaptation
6. On the contraction properties of Sinkhorn semigroups
   2025/03/12 by Ömer Deniz Akyıldız, Pierre Del Moral, Akyildiz, O. Deniz +3 · 2 citations
   Engineering · #37M25 #47H09 #49Q22 #60J20 #94A17 #Advanced Numerical Analysis Techniques #Computation (stat.CO) #Control and Stability of Dynamical Systems #Dynamics and Control of Mechanical Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Probability (math.PR) #secondary: 60J05
7. Gaussian entropic optimal transport: Schrödinger bridges and the Sinkhorn algorithm
   2024/12/24 by O. Deniz Akyildiz, Akyildiz, O. Deniz, Pierre Del Moral +3 · 1 voice · 1 citation
   #stat.ML #cs.LG #math.PR #stat.CO
8. Proximal Interacting Particle Langevin Algorithms
   2024/06/20 by Encinar, Paula Cordero, Crucinio, Francesca R., Akyildiz, O. Deniz · 1 citation
   #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC)