Riemannian Score-Based Generative Modelling
De Bortoli, V
Mathieu, E
Hutchinson, M
Thornton, J
Teh, Y
Doucet, A
(06 Feb 2022)
doi:10.48550/arxiv.2202.02763
Inference of (geostatistical) hyperparameters with the correlated pseudo-marginal method
Friedli, L
Linde, N
Ginsbourger, D
Fernandez Visentini, A
Doucet, A
(27 Mar 2022)
doi:10.5194/egusphere-egu22-1870
Towards Learning Universal Hyperparameter Optimizers with Transformers
Chen, Y
Song, X
Lee, C
Wang, Z
Zhang, Q
Dohan, D
Kawakami, K
Kochanski, G
Doucet, A
Ranzato, M
Perel, S
de Freitas, N
(26 May 2022)
doi:10.48550/arxiv.2205.13320
Conformal Off-Policy Prediction in Contextual Bandits
Taufiq, M
Ton, J
Cornish, R
Teh, Y
Doucet, A
(09 Jun 2022)
doi:10.48550/arxiv.2206.04405
An Empirical Study of Implicit Regularization in Deep Offline RL
Gulcehre, C
Srinivasan, S
Sygnowski, J
Ostrovski, G
Farajtabar, M
Hoffman, M
Pascanu, R
Doucet, A
(05 Jul 2022)
doi:10.48550/arxiv.2207.02099
Riemannian Diffusion Schrödinger Bridge
Thornton, J
Hutchinson, M
Mathieu, E
De Bortoli, V
Teh, Y
Doucet, A
(06 Jul 2022)
doi:10.48550/arxiv.2207.03024
Solving Fredholm Integral Equations of the First Kind via Wasserstein Gradient Flows
Crucinio, F
De Bortoli, V
Doucet, A
Johansen, A
(16 Sep 2022)
doi:10.48550/arxiv.2209.09936
Spectral Diffusion Processes
Phillips, A
Seror, T
Hutchinson, M
De Bortoli, V
Doucet, A
Mathieu, E
(28 Sep 2022)
doi:10.48550/arxiv.2209.14125
Maximum Likelihood Learning of Unnormalized Models for Simulation-Based Inference
Glaser, P
Arbel, M
Hromadka, S
Doucet, A
Gretton, A
(26 Oct 2022)
doi:10.48550/arxiv.2210.14756
Causal Falsification of Digital Twins
Cornish, R
Taufiq, M
Doucet, A
Holmes, C
(17 Jan 2023)
doi:10.48550/arxiv.2301.07210