AD
Alain Durmus
stat.MLcs.LGmath.PRstat.COmath.STstat.THstat.MEmath.OCcs.CVcs.GT
On Valency
published · living versionsW_gjvptjgk·v1 · currentpublished
An ODE-based Sampler for Discrete Diffusion Models
with Samson Gourevitch, Yazid Janati, Eric Moulines, Eric P. Xing +1
1 version
Preprints & journals
132 papers in the corpus · 2014–2026Mixed Poisson diffusion models and application to posterior sampling2610.20218v1 · Thibaut Pellerin, Alain Durmus, Elinor Berger et al.2026 · 0 citationsarXiv
Discrete Diffusion Models are Minimax Optimal Under Sparsity2610.19020v1 · Luca Blunda, Tyler Farghly, Umut Simsekli et al.2026 · 0 citationsarXiv
Iterating Consistency Models: Stability, Error Bounds and Noise Schedules2610.03414v1 · Alessio Spagnoletti, Abdul-Lateef Haji-Ali, Andr'es Almansa et al.2026 · 0 citationsarXiv
Distribution Matching Distillation for Continuous Diffusion Language Models2609.40235v1 · Paul Le Van Kiem, Dario Shariatian, Umut Simsekli et al.2026 · 0 citationsarXiv
Trajectory inference via Acceleration Matching2608.03916v1 · Bartolo Dazzini, Giovanni Conforti, Alain Durmus et al.2026 · 0 citationsarXiv
Twisted Schrödinger Bridge Matching2607.16987v1 · Maxence Noble, Marie Scheid, Yazid Janati et al.2026 · 0 citationsarXiv
Tightening the Score Matching Gap for Diffusion Models2607.04442v1 · Benjamin Dupuis, Tyler Farghly, Maxime Haddouche et al.2026 · 0 citationsarXiv
Benign Overfitting Does Not Occur in Diffusion Models2607.02671v1 · Tyler Farghly, Benjamin Dupuis, Alain Durmus et al.2026 · 0 citationsarXiv
Diffusion Flow Matching: Dimension-Improved KL Bounds and Wasserstein Guarantees2606.16610v2 · Marta Gentiloni Silveri, Giovanni Conforti, Alain Durmus2026 · 0 citationsarXiv
Uniform Diffusion Models Revisited: Leave-One-Out Denoiser and Absorbing State Reformulation2605.22765v1 · Samson Gourevitch, Yazid Janati, Dario Shariatian et al.2026 · 0 citationsarXiv
Characterizing the Generalization Error of Random Feature Regression with Arbitrary Data-Augmentation2605.10290v1 · Lucas Morisset, Alain Durmus, Adrien Hardy2026 · 0 citationsarXiv
Discrete Flow Matching: Convergence Guarantees Under Minimal Assumptions2605.08882v1 · Le-Tuyet-Nhi Pham, Giovanni Conforti, Zhenjie Ren et al.2026 · 0 citationsarXiv
Test-then-Punish: A Statistical Approach to Repeated Games2603.05619v1 · Aymeric Capitaine, Antoine Scheid, Etienne Boursier et al.2026 · 0 citationsarXiv
When Test-Time Guidance Is Enough: Fast Image and Video Editing with Diffusion Guidance2602.14157v2 · Ahmed Ghorbel, Badr Moufad, Navid Bagheri Shouraki et al.2026 · 0 citationsICLR 2026, ReALM-GEN workshop
Entropic Mirror Monte Carlo2602.03165v2 · Anas Cherradi, SU, Yazid Janati et al.2026 · 0 citationsarXiv
Dynamic Programming for Epistemic Uncertainty in Markov Decision Processes2602.03381v2 · Axel Benyamine, Julien Grand-Cl'ement, Marek Petrik et al.2026 · 0 citationsarXiv
Sampling from multi-modal distributions on Riemannian manifolds with training-free stochastic interpolants2602.00641v1 · Alain Durmus, Maxence Noble, Thibaut Pellerin2026 · 0 citationsarXiv
Categorical Reparameterization with Denoising Diffusion models2601.00781v2 · Samson Gourevitch, Alain Durmus, Eric Moulines et al.2026 · 0 citationsarXiv
Efficient Zero-Shot Inpainting with Decoupled Diffusion Guidance2512.18365v2 · Badr Moufad, Navid Bagheri Shouraki, Alain Oliviero Durmus et al.2025 · 0 citationsICLR 2026
Iterative Tilting for Diffusion Fine-Tuning2512.03234v1 · Jean Pachebat, Giovanni Conforti, Alain Durmus et al.2025 · 0 citationsarXiv
Non-Asymptotic Convergence of Discrete Diffusion Models: Masked and Random Walk dynamics2512.00580v3 · Giovanni Conforti, Alain Durmus, Le-Tuyet-Nhi Pham et al.2025 · 0 citationsarXiv
Exponential Convergence Guarantees for Iterative Markovian Fitting2510.20871v1 · Marta Gentiloni Silveri, Giovanni Conforti, Alain Durmus2025 · 0 citationsarXiv
Latent-Augmented Discrete Diffusion Models2510.18114v3 · Dario Shariatian, Alain Durmus, Umut Simsekli et al.2025 · 0 citationsarXiv
Briding Diffusion Posterior Sampling and Monte Carlo methods: a survey2510.14114v1 · Yazid Janati, Alain Durmus, Jimmy Olsson et al.2025 · 0 citationsPhilosophical Transactions A, 383(2299), 20240331 2025
Analysis of kinetic Langevin Monte Carlo under the stochastic exponential Euler discretization from underdamped all the way to overdamped2510.03949v4 · Kyurae Kim, Samuel Gruffaz, Ji Won Park et al.2025 · 0 citationsElectronic Journal of Statistics 20 (2) 3106 - 3142, 2026
Non-Asymptotic Analysis of Data Augmentation for Precision Matrix Estimation2510.02119v2 · Lucas Morisset, Adrien Hardy, Alain Durmus2025 · 0 citationsarXiv
On the Rate of Gaussian Approximation for Linear Regression Problems2509.14039v1 · Marat Khusainov, Marina Sheshukova, Alain Durmus et al.2025 · 0 citationsarXiv
Generative modelling meets Bayesian inference: a new paradigm for inverse problems.40534293 · Oliviero-Durmus, Alain, Janati, Yazid, Moulines, Eric et al.2025 · 3 citationsPhilosophical transactions. Series A, Mathematical, physical, and engineering sciences. 2025;383(2299):20240334
Bridging diffusion posterior sampling and Monte Carlo methods: a survey.40534298 · Janati, Yazid, Moulines, Eric, Olsson, Jimmy et al.2025 · 1 citationPhilosophical transactions. Series A, Mathematical, physical, and engineering sciences. 2025;383(2299):20240331
Algorithm- and Data-Dependent Generalization Bounds for Diffusion Models2506.03849v2 · Benjamin Dupuis, Dario Shariatian, Maxime Haddouche et al.2025 · 0 citationsarXiv
Conditional Diffusion Models with Classifier-Free Gibbs-like Guidance2505.21101v1 · Badr Moufad, Yazid Janati, Alain Durmus et al.2025 · 0 citationsarXiv
Online Decision-Focused Learning2505.13564v3 · Aymeric Capitaine, Maxime Haddouche, Eric Moulines et al.2025 · 0 citationsarXiv
Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up2503.07594v1 · Paul Mangold, Alain Durmus, Aymeric Dieuleveut et al.2025 · 0 citationsarXiv
Personalized Convolutional Dictionary Learning of Physiological Time Series2503.07687v1 · Axel Roques, Samuel Gruffaz, Kyurae Kim et al.2025 · 0 citationsAISTATS 2025
Differential privacy guarantees of Markov chain Monte Carlo algorithms2502.17150v2 · Andrea Bertazzi, Tim Johnston, Gareth O. Roberts et al.2025 · 0 citationsICML 2025
Detecting Benchmark Contamination Through Watermarking2502.17259v2 · Tom Sander, Pierre Fernandez, Saeed Mahloujifar et al.2025 · 0 citationsarXiv
Bit-Level Discrete Diffusion with Markov Probabilistic Models: An Improved Framework with Sharp Convergence Bounds under Minimal Assumptions2502.07939v2 · Le-Tuyet-Nhi Pham, Dario Shariatian, Antonio Ocello et al.2025 · 0 citationsarXiv
A Mixture-Based Framework for Guiding Diffusion Models2502.03332v1 · Yazid Janati, Badr Moufad, Mehdi Abou El Qassime et al.2025 · 1 citationarXiv
Prediction-Aware Learning in Multi-Agent Systems2501.19144v2 · Aymeric Capitaine, Etienne Boursier, Eric Moulines et al.2025 · 0 citationsarXiv
Online Decision-Making in Tree-Like Multi-Agent Games with Transfers2501.19388v3 · Antoine Scheid, Etienne Boursier, Alain Durmus et al.2025 · 1 citationarXiv
Refined Analysis of Federated Averaging and Federated Richardson-Romberg2412.01389v2 · Paul Mangold, Alain Durmus, Aymeric Dieuleveut et al.2024 · 0 citationsarXiv
Watermark Anything with Localized Messages2411.07231v2 · Tom Sander, Pierre Fernandez, Alain Durmus et al.2024 · 1 citationarXiv
Learned Reference-based Diffusion Sampling for multi-modal distributions2410.19449v3 · Maxence Noble, Louis Grenioux, Marylou Gabri'e et al.2024 · 0 citationsarXiv
Optimal Design for Reward Modeling in RLHF2410.17055v2 · Antoine Scheid, Etienne Boursier, Alain Durmus et al.2024 · 0 citationsarXiv
Variational Diffusion Posterior Sampling with Midpoint Guidance2410.09945v2 · Badr Moufad, Yazid Janati, Lisa Bedin et al.2024 · 3 citationsarXiv
Nonasymptotic Analysis of Stochastic Gradient Descent with the Richardson-Romberg Extrapolation2410.05106v3 · Marina Sheshukova, Denis Belomestny, Alain Durmus et al.2024 · 0 citationsarXiv
Joint Channel Selection using FedDRL in V2X2410.20687v1 · Lorenzo Mancini, Safwan Labbi, Karim Abed Meraim et al.2024 · 1 citationarXiv
The exponential turnpike phenomenon for mean field game systems: weakly monotone drifts and small interactions2409.09193v1 · Alekos Cecchin, Giovanni Conforti, Alain Durmus et al.2024 · 0 citationsarXiv
Theoretical guarantees in KL for Diffusion Flow Matching2409.08311v1 · Marta Gentiloni Silveri, Giovanni Conforti, Alain Durmus2024 · 2 citationsarXiv
Piecewise deterministic generative models2407.19448v2 · Andrea Bertazzi, Dario Shariatian, Umut Simsekli et al.2024 · 0 citationsarXiv
Career total: 172 works. 132 are in this corpus.Showing the 50 most recent.
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