Gaussian Processes

Kermut: Composite kernel regression for protein variant effects NeurIPS 2024 Kernel Thinning JMLR 2024 Large-Scale Gaussian Processes via Alternating Projection AISTATS 2024 Linearly Constrained Gaussian Processes are SkewGPs: application to Monotonic Preference Learning and Desirability UAI 2024 Localized Zeroth-Order Prompt Optimization NeurIPS 2024 Meta-VBO: Utilizing Prior Tasks in Optimizing Risk Measures with Gaussian Processes ICLR 2024 Model-Based Transfer Learning for Contextual Reinforcement Learning NeurIPS 2024 Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems NeurIPS 2024 Multi-fidelity Bayesian Optimization with Multiple Information Sources of Input-dependent Fidelity UAI 2024 NeoRL: Efficient Exploration for Nonepisodic RL NeurIPS 2024 Noise-Aware Differentially Private Regression via Meta-Learning NeurIPS 2024 Nonstationary Sparse Spectral Permanental Process NeurIPS 2024 Numerically Stable Sparse Gaussian Processes via Minimum Separation using Cover Trees JMLR 2024 Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality NeurIPS 2024 Response Time Improves Gaussian Process Models for Perception and Preferences UAI 2024 Robust Gaussian Processes via Relevance Pursuit NeurIPS 2024 Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel NeurIPS 2024 Sample-Constrained Black Box Optimization for Audio Personalization AAAI 2024 Sample-efficient Bayesian Optimisation Using Known Invariances NeurIPS 2024 Scalable Meta-Learning with Gaussian Processes AISTATS 2024 Sparse Variational Student-t Processes AAAI 2024 Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces II: non-compact symmetric spaces JMLR 2024 Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces I: the compact case JMLR 2024 Stein Random Feature Regression UAI 2024 Symplectic Neural Gaussian Processes for Meta-learning Hamiltonian Dynamics IJCAI 2024