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deep gaussian process

38 papers

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Also known as

DEEP GP DGP

Co-occurring keywords

variational inference (2069) bayesian inference (1907) uncertainty quantification (1393) gaussian process (1200) bayesian neural network (201) stochastic variational inference (59) approximate inference (253) sparse gaussian process (27) inducing point (33) speech synthesis (757)

Papers

Thin and deep Gaussian processes NIPS 2023
Posterior Contraction for Deep Gaussian Process Priors JMLR 2023
A theory of representation learning gives a deep generalisation of kernel methods ICML 2023
The Limitations of Large Width in Neural Networks: A Deep Gaussian Process Perspective NIPS 2021
Characterizing Deep Gaussian Processes via Nonlinear Recurrence Systems AAAI 2021
Fast and Efficient DNN Deployment via Deep Gaussian Transfer Learning ICCV 2021
Sequence-to-Sequence Learning for Deep Gaussian Process Based Speech Synthesis Using Self-Attention GP Layer INTERSPEECH 2021
Deep kernel processes ICML 2021
Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes ICML 2021
Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features NIPS 2021
Deep Neural Networks as Point Estimates for Deep Gaussian Processes NIPS 2021
Probabilistic selection of inducing points in sparse Gaussian processes UAI 2021
On Signal-to-Noise Ratio Issues in Variational Inference for Deep Gaussian Processes ICML 2021
Subset-of-data variational inference for deep Gaussian-processes regression UAI 2021
Sparse Gaussian Processes Revisited: Bayesian Approaches to Inducing-Variable Approximations AISTATS 2021
Interpretable Deep Gaussian Processes with Moments AISTATS 2020
Sparse Orthogonal Variational Inference for Gaussian Processes AISTATS 2020
Multi-Speaker Text-to-Speech Synthesis Using Deep Gaussian Processes INTERSPEECH 2020
Amortized variance reduction for doubly stochastic objective UAI 2020
Compositional uncertainty in deep Gaussian processes UAI 2020
Deep Sigma Point Processes UAI 2020
Beyond the Mean-Field: Structured Deep Gaussian Processes Improve the Predictive Uncertainties NIPS 2020
Stochastic Deep Gaussian Processes over Graphs NIPS 2020
Inter-domain Deep Gaussian Processes ICML 2020
Implicit Posterior Variational Inference for Deep Gaussian Processes NIPS 2019