Applied stochastic differential equations

von Särkkä, Simo
Veröffentlicht 2019

Periodic Activation Functions Induce Stationarity

von Meronen, Lassi
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 3 of 36 (2022)

Scalable Inference in SDEs by Direct Matching of the Fokker-Planck-Kolmogorov Equation

von Solin, Arno
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 1 of 36 (2022)

Stationary Activations for Uncertainty Calibration in Deep Learning

von Meronen, Lassi
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 3 of 27 (2021)

COMBINING PSEUDO-POINT AND STATE SPACE APPROXIMATIONS FOR SUM-SEPARABLE GAUSSIAN PROCESSES

von Tebbutt, Will
Veröffentlicht in Conference on Uncertainty in Artificial Intelligence (37. : 2021 : Online) 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021) ; Part 3 of 3 (2022)

DEEP AUTOMODULATORS

von Heljakka, Ari
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 17 of 27 (2021)

Dual Parameterization of Sparse Variational Gaussian Processes

von ADAM, Vincent
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 14 of 36 (2022)

Spatio-Temporal Variational Gaussian Processes

von Hamelijnck, Oliver
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 28 of 36 (2022)

STATE SPACE EXPECTATION PROPAGATION: EFFICIENT INFERENCE SCHEMES FOR TEMPORAL GAUSSIAN PROCESSES

von Wilkinson, William J.
Veröffentlicht in International Conference on Machine Learning (37. : 2020 : Online) 37th International Conference on Machine Learning (ICML 2020) ; Part 14 of 15 (2021)

Uncertainty-Guided Source-Free Domain Adaptation

von Roy, Subhankar
Veröffentlicht in ECCV (17. : 2022 : Tel Aviv; Online) Computer vision – ECCV 2022 ; Part 25 (2022)

SCALABLE EXACT INFERENCE IN MULTI-OUTPUT GAUSSIAN PROCESSES

von Bruinsma, Wessel P.
Veröffentlicht in International Conference on Machine Learning (37. : 2020 : Online) 37th International Conference on Machine Learning (ICML 2020) ; Part 2 of 15 (2021)