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Poster
Thu 9:00 Sparse Gaussian Process Hyperparameters: Optimize or Integrate?
Vidhi Lalchand · Wessel Bruinsma · David Burt · Carl Edward Rasmussen
Poster
Tue 9:00 Generalized Variational Inference in Function Spaces: Gaussian Measures meet Bayesian Deep Learning
Veit David Wild · Robert Hu · Dino Sejdinovic
Workshop
Spatio-Temporal Weathering Predictions in the Sparse Data Regime with Gaussian Processes
Giovanni De Felice · Vladimir Gusev · John Goulermas · Michael Gaultois · Matthew Rosseinsky · Catherine Gauvin
Workshop
Gaussian Process Thompson sampling for Bayesian optimization of dynamic masking-based language model pre-training
Iñigo Urteaga · Moulay Zaidane Draidia · Tomer Lancewicki · Shahram Khadivi
Poster
Wed 14:00 Posterior and Computational Uncertainty in Gaussian Processes
Jonathan Wenger · Geoff Pleiss · Marvin Pförtner · Philipp Hennig · John Cunningham
Poster
Wed 14:00 Log-Linear-Time Gaussian Processes Using Binary Tree Kernels
Michael K. Cohen · Samuel Daulton · Michael A Osborne
Poster
Tue 14:00 Fast Bayesian Estimation of Point Process Intensity as Function of Covariates
Hideaki Kim · Taichi Asami · Hiroyuki Toda
Poster
Tue 14:00 Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination
Masaki Adachi · Satoshi Hayakawa · Martin Jørgensen · Harald Oberhauser · Michael A Osborne
Workshop
GAUCHE: A Library for Gaussian Processes in Chemistry
Ryan-Rhys Griffiths · Leo Klarner · Henry Moss · Aditya Ravuri · Sang Truong · Bojana Rankovic · Yuanqi Du · Arian Jamasb · Julius Schwartz · Austin Tripp · Gregory Kell · Anthony Bourached · Alex Chan · Jacob Moss · Chengzhi Guo · Alpha Lee · Philippe Schwaller · Jian Tang
Poster
Thu 14:00 Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces
Leonard Papenmeier · Luigi Nardi · Matthias Poloczek
Workshop
Meta-learning Adaptive Deep Kernel Gaussian Processes for Molecular Property Prediction
Wenlin Chen · Austin Tripp · José Miguel Hernández-Lobato
Poster
Wed 14:00 High-dimensional Additive Gaussian Processes under Monotonicity Constraints
Andrés López-Lopera · Francois Bachoc · Olivier Roustant