Amortized Probabilistic Conditioning for Optimization, Simulation and InferenceInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
On the Identifiability and Interpretability of Gaussian Process ModelsNeural Information Processing Systems (NeurIPS), 2023 |
Practical Equivariances via Relational Conditional Neural ProcessesNeural Information Processing Systems (NeurIPS), 2023 |
Amortized Inference for Gaussian Process Hyperparameters of Structured
KernelsConference on Uncertainty in Artificial Intelligence (UAI), 2023 |
Gaussian Process Surrogate Models for Neural NetworksConference on Uncertainty in Artificial Intelligence (UAI), 2022 |
Neural Diffusion ProcessesInternational Conference on Machine Learning (ICML), 2022 |