Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting
Vono, M
Paulin, D
Doucet, A
(08 Dec 2021)
Mitigating Statistical Bias within Differentially Private Synthetic Data
Ghalebikesabi, S
Wilde, H
Jewson, J
Doucet, A
Vollmer, S
Holmes, C
(19 May 2022)
On PAC-Bayesian reconstruction guarantees for VAEs
Chérief-Abdellatif, B
Shi, Y
Doucet, A
Guedj, B
(23 Feb 2022)
Importance Weighting Approach in Kernel Bayes' Rule
Xu, L
Chen, Y
Doucet, A
Gretton, A
(10 Aug 2022)
Reinforced Self-Training (ReST) for Language Modeling
Gulcehre, C
Paine, T
Srinivasan, S
Konyushkova, K
Weerts, L
Sharma, A
Siddhant, A
Ahern, A
Wang, M
Gu, C
Macherey, W
Doucet, A
Firat, O
de Freitas, N
(21 Aug 2023)
Simplified and Generalized Masked Diffusion for Discrete Data
Shi, J
Han, K
Wang, Z
Doucet, A
Titsias, M
(16 Jan 2025)
Conformalized Credal Regions for Classification with Ambiguous Ground Truth
Caprio, M
Stutz, D
Li, S
Doucet, A
(27 Jan 2025)
Implicit Diffusion: Efficient Optimization through Stochastic Sampling
Marion, P
Korba, A
Bartlett, P
Blondel, M
De Bortoli, V
Doucet, A
Llinares-López, F
Paquette, C
Berthet, Q
(05 Mar 2025)
On the Asymptotics of Importance Weighted Variational Inference
Cherief-Abdellatif, B
Douc, R
Doucet, A
Marival, H
(14 Jan 2025)
Feynman-Kac Correctors in Diffusion: Annealing, Guidance, and Product of Experts
Skreta, M
Akhound-Sadegh, T
Ohanesian, V
Bondesan, R
Aspuru-Guzik, A
Doucet, A
Brekelmans, R
Tong, A
Neklyudov, K
(08 Jun 2025)