Scholar
Umut Simsekli
Google Scholar ID: CuArAkgAAAAJ
INRIA - École Normale Supérieure
Deep Learning Theory
Langevin Monte Carlo
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Citations & Impact
All-time
Citations
3,297
H-index
32
i10-index
53
Publications
20
Co-authors
18
list available
Publications
14 items
Distribution Matching Distillation for Continuous Diffusion Language Models
2026
Cited
0
Tightening the Score Matching Gap for Diffusion Models
2026
Cited
0
Benign Overfitting Does Not Occur in Diffusion Models
2026
Cited
0
Uniform Diffusion Models Revisited: Leave-One-Out Denoiser and Absorbing State Reformulation
2026
Cited
0
Variational Inference for Lévy Process-Driven SDEs via Neural Tilting
2026
Cited
0
Algorithm- and Data-Dependent Generalization Bounds for Score-Based Generative Models
2025
Cited
0
Understanding the Generalization Error of Markov algorithms through Poissonization
2025
Cited
0
Algorithmic Stability of Stochastic Gradient Descent with Momentum under Heavy-Tailed Noise
2025
Cited
0
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Co-authors
16 total
Gaël Richard
Professor, Télécom Paris, Institut polytechnique de Paris
Mert Gürbüzbalaban
Rutgers University
Alain Durmus
Ecole polytechnique
Lingjiong Zhu
Florida State University
Roland Badeau
Full Professor of Signal Processing, Telecom Paris
Kimia Nadjahi
CNRS - ENS Paris
Tolga Birdal
Imperial College London
Soheil Kolouri
Computer Science, Vanderbilt University, Nashville, TN
