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10/25/2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search
Neural Architecture Search (NAS) has seen an explosion of research in th...
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08/05/2019
ChemBO: Bayesian Optimization of Small Organic Molecules with Synthesizable Recommendations
We describe ChemBO, a Bayesian Optimization framework for generating and...
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03/15/2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly
Bayesian Optimisation (BO), refers to a suite of techniques for global o...
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01/31/2019
ProBO: a Framework for Using Probabilistic Programming in Bayesian Optimization
Optimizing an expensive-to-query function is a common task in science an...
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07/10/2018
Geometric Generalization Based Zero-Shot Learning Dataset Infinite World: Simple Yet Powerful
Raven's Progressive Matrices are one of the widely used tests in evaluat...
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05/25/2018
Myopic Bayesian Design of Experiments via Posterior Sampling and Probabilistic Programming
We design a new myopic strategy for a wide class of sequential design of...
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02/11/2018
Neural Architecture Search with Bayesian Optimisation and Optimal Transport
Bayesian Optimisation (BO) refers to a class of methods for global optim...
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03/08/2017
Performance Bounds for Graphical Record Linkage
Record linkage involves merging records in large, noisy databases to rem...
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06/02/2016
Post-Inference Prior Swapping
While Bayesian methods are praised for their ability to incorporate usef...
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10/14/2015
Embarrassingly Parallel Variational Inference in Nonconjugate Models
We develop a parallel variational inference (VI) procedure for use in da...
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10/27/2014
Fast Function to Function Regression
We analyze the problem of regression when both input covariates and outp...
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09/22/2014
Parallel and Distributed Block-Coordinate Frank-Wolfe Algorithms
We develop parallel and distributed Frank-Wolfe algorithms; the former o...
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11/19/2013
Asymptotically Exact, Embarrassingly Parallel MCMC
Communication costs, resulting from synchronization requirements during ...
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10/11/2012
