Gaussian Processes

Beyond IID weights: sparse and low-rank deep Neural Networks are also Gaussian Processes ICLR 2024 Bidirectional Recurrence for Cardiac Motion Tracking with Gaussian Process Latent Coding NeurIPS 2024 CGMGM: A Cross-Gaussian Mixture Generative Model for Few-Shot Semantic Segmentation AAAI 2024 Computation-Aware Gaussian Processes: Model Selection And Linear-Time Inference NeurIPS 2024 Density-based User Representation using Gaussian Process Regression for Multi-interest Personalized Retrieval NeurIPS 2024 Domain Invariant Learning for Gaussian Processes and Bayesian Exploration AAAI 2024 Efficient Interactive Maximization of BP and Weakly Submodular Objectives UAI 2024 Efficiently Computable Safety Bounds for Gaussian Processes in Active Learning AISTATS 2024 Efficient Nonparametric Tensor Decomposition for Binary and Count Data AAAI 2024 Error bounds for any regression model using Gaussian processes with gradient information AISTATS 2024 Exact, Fast and Expressive Poisson Point Processes via Squared Neural Families AAAI 2024 Exact Inference for Continuous-Time Gaussian Process Dynamics AAAI 2024 Exploring High-dimensional Search Space via Voronoi Graph Traversing UAI 2024 Fast Fourier Bayesian Quadrature AISTATS 2024 Gaussian Process Bandits for Top-k Recommendations NeurIPS 2024 Gaussian Process Neural Additive Models AAAI 2024 Gaussian process regression with Sliced Wasserstein Weisfeiler-Lehman graph kernels AISTATS 2024 Gradients of Functions of Large Matrices NeurIPS 2024 Graph Neural Networks Do Not Always Oversmooth NeurIPS 2024 Hamiltonian Monte Carlo Inference of Marginalized Linear Mixed-Effects Models NeurIPS 2024 HHD-GP: Incorporating Helmholtz-Hodge Decomposition into Gaussian Processes for Learning Dynamical Systems NeurIPS 2024 Hodge-Compositional Edge Gaussian Processes AISTATS 2024 Idiographic Personality Gaussian Process for Psychological Assessment NeurIPS 2024 Improving Linear System Solvers for Hyperparameter Optimisation in Iterative Gaussian Processes NeurIPS 2024 Intrinsic Gaussian Vector Fields on Manifolds AISTATS 2024