James T. Wilson
James T. Wilson
**PR type:** Enhancement ## Summary **Proposed changes** Extend the existing implementation of Gaussian expectations of Gaussian kernels $E_{p(x)}[k1(Z1, x) k2(x, Z2)]$ to support different kernels and different inducing locations. ###...
# 🚀 Feature Request Implement `__rtmatmul__` for LazyTensors. ## Motivation LazyTensors must be converted to vanilla Tensors when used by functions that perform matrix multiplies between Tensors (left) and LazyTensors...
Summary: X-link: https://github.com/pytorch/botorch/pull/1371 This commit updates `fit_gpytorch_model` and related methods, with the aim of fixing existing issues and improving extensibility. Key changes are as follow: - Replace `fit_gpytorch_model` with `fit_gpytorch_mll`,...
Summary: **Changelog:** - Enable user-defined loss closures. - `fit_gptorch_torch` rewrite - Add `fit_gyptorch_mll` dispatch for ApproximateGPs Differential Revision: D39101211
Summary: Introduces `utils/probability` submodule with the following offers: - `bvn`: Methods for computing bivariate normal probabilities and moments. - `MVNXPB`: Approximate solver for Multivariate Normal CDF. - `LinearEllipticalSliceSampler`: Class for...