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Gaussian Processes

568 directly classified papers

Papers per year

Papers

Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces II: non-compact symmetric spaces JMLR 2024
Fast Fourier Bayesian Quadrature AISTATS 2024
Exact, Fast and Expressive Poisson Point Processes via Squared Neural Families AAAI 2024
Improving Linear System Solvers for Hyperparameter Optimisation in Iterative Gaussian Processes NIPS 2024
Graph Neural Networks Do Not Always Oversmooth NIPS 2024
Bayesian Exploration of Pre-trained Models for Low-shot Image Classification CVPR 2024
Computation-Aware Gaussian Processes: Model Selection And Linear-Time Inference NIPS 2024
Gaussian Process Neural Additive Models AAAI 2024
Active Learning Guided by Efficient Surrogate Learners AAAI 2024
Error bounds for any regression model using Gaussian processes with gradient information AISTATS 2024
Exact Inference for Continuous-Time Gaussian Process Dynamics AAAI 2024
Efficient Nonparametric Tensor Decomposition for Binary and Count Data AAAI 2024
Sparse Variational Student-t Processes AAAI 2024
Variational Gaussian Process Diffusion Processes AISTATS 2024
Trigonometric Quadrature Fourier Features for Scalable Gaussian Process Regression AISTATS 2024
Domain Invariant Learning for Gaussian Processes and Bayesian Exploration AAAI 2024
Symplectic Neural Gaussian Processes for Meta-learning Hamiltonian Dynamics IJCAI 2024
Gaussian process regression with Sliced Wasserstein Weisfeiler-Lehman graph kernels AISTATS 2024
Hodge-Compositional Edge Gaussian Processes AISTATS 2024
A Unifying Variational Framework for Gaussian Process Motion Planning AISTATS 2024
Intrinsic Gaussian Vector Fields on Manifolds AISTATS 2024
Scalable Meta-Learning with Gaussian Processes AISTATS 2024
Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces I: the compact case JMLR 2024
Large-Scale Gaussian Processes via Alternating Projection AISTATS 2024
Idiographic Personality Gaussian Process for Psychological Assessment NIPS 2024