Simplified and Generalized Masked Diffusion for Discrete Data
Shi, J
Han, K
Wang, Z
Doucet, A
Titsias, M
(16 Jan 2025)
doi:10.48550/arxiv.2406.04329
Conformalized Credal Regions for Classification with Ambiguous Ground Truth
Caprio, M
Stutz, D
Li, S
Doucet, A
(27 Jan 2025)
doi:10.48550/arxiv.2411.04852
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)
doi:10.48550/arxiv.2402.05468
On the Asymptotics of Importance Weighted Variational Inference
Cherief-Abdellatif, B
Douc, R
Doucet, A
Marival, H
(14 Jan 2025)
doi:10.48550/arxiv.2501.08477
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)
doi:10.48550/arxiv.2503.02819
Source Separation by Flow Matching
Scheibler, R
Hershey, J
Doucet, A
Li, H
(18 Jul 2025)
doi:10.48550/arxiv.2505.16119
Progressive Inference-Time Annealing of Diffusion Models for Sampling from Boltzmann Densities
Akhound-Sadegh, T
Lee, J
Bose, A
De Bortoli, V
Doucet, A
Bronstein, M
Beaini, D
Ravanbakhsh, S
Neklyudov, K
Tong, A
(06 Nov 2025)
doi:10.48550/arxiv.2506.16471
Accelerated Parallel Tempering via Neural Transports
Zhang, L
Potaptchik, P
He, J
Du, Y
Doucet, A
Vargas, F
Dau, H
Syed, S
(25 Mar 2026)
doi:10.48550/arxiv.2502.10328
Control Variate Score Matching for Diffusion Models
Kahouli, K
Elie, R
Müller, K
Berthet, Q
Unke, O
Doucet, A
(23 Dec 2025)
doi:10.48550/arxiv.2512.20003
Self-Speculative Masked Diffusions
Campbell, A
De Bortoli, V
Shi, J
Doucet, A
(06 Mar 2026)
doi:10.48550/arxiv.2510.03929