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Workshop
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Bayesian Optimisation for Protein Sequence Design: Gaussian Processes with Zero-Shot Protein Language Model Prior Mean
Carolin Benjamins · Shikha Surana · Oliver Bent · Marius Lindauer · Paul Duckworth
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Poster
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Wed 16:30
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Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel
Jialin Li · Marta Zagorowska · Giulia De Pasquale · Alisa Rupenyan · John Lygeros
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Competition
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Sat 13:50
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#1st Place- MMGP: a Mesh Morphing Gaussian Process-based machine learning method for regression of physical problems under non-parameterized geometrical variability
Fabien Casenave
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Workshop
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Efficient Bayesian Additive Regression Models For Microbiome and Gene Expression Studies
Tinghua Chen · Michelle Nixon · Justin Silverman
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Workshop
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Scalable Permutation Invariant Multi-Output Gaussian Processes for Cancer Drug Response
Leiv Rønneberg · Vidhi Lalchand
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Workshop
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Open-Source Molecular Processing Pipeline for Generating Molecules
Shreyas V · Jose Siguenza · Karan Bania · Bharath Ramsundar
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Poster
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HHD-GP: Incorporating Helmholtz-Hodge Decomposition into Gaussian Processes for Learning Dynamical Systems
Hao Xu · Jia Pan
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Poster
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Thu 11:00
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Computation-Aware Gaussian Processes: Model Selection And Linear-Time Inference
Jonathan Wenger · Kaiwen Wu · Philipp Hennig · Jacob Gardner · Geoff Pleiss · John Cunningham
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Workshop
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Trieste: Efficiently Exploring The Depths of Black-box Functions with TensorFlow
Henry Moss · Victor Picheny · Hrvoje Stojic · Sebastian Ober · Artem Artemev · Andrei Paleyes · Sattar Vakili · Stratis Markou · Jixiang Qing · Nasrulloh Loka · Ivo Couckuyt
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Workshop
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Lithium-Ion Battery System Health Monitoring and Resistance-Based Fault Analysis from Field Data Using Recursive Spatiotemporal Gaussian Processes
Joachim Schaeffer · Eric Lenz · Duncan Gulla · Martin Z, Bazant · Richard Braatz · Rolf Findeisen
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Poster
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Thu 16:30
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Improving Linear System Solvers for Hyperparameter Optimisation in Iterative Gaussian Processes
Jihao Andreas Lin · Shreyas Padhy · Bruno Mlodozeniec · Javier Antorán · José Miguel Hernández-Lobato
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Workshop
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Integration-free kernels for equivariant Gaussian fields with application in dipole moment prediction
Tim Steinert · David Ginsbourger · August Lykke-Møller · Ove Christiansen · Henry Moss
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