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Paul Brunzema's Projects

alpaca icon alpaca

Code for "Meta-Learning Priors for Efficient Online Bayesian Regression" by James Harrison, Apoorva Sharma, and Marco Pavone

constrained_gps icon constrained_gps

Reimplementation of linear inequality constraints following Agrell (2019) using GPyTorch.

dust icon dust

This is the code repository for the DuSt-MPC paper, published at Robotics: Science and Systems (RSS) 2021.

gibo icon gibo

This repository contains the code for the paper "Local policy search with Bayesian optimization".

joypy icon joypy

Joyplots in Python with matplotlib & pandas :chart_with_upwards_trend:

local-bo-mpd icon local-bo-mpd

Bayesian optimization via maximizing probability of descent

truncated-mvn-sampler icon truncated-mvn-sampler

Reimplementation using Python of the minimax tilting algorithm by Botev (2016) for simulation and iid sampling of the truncated multivariate normal distribution.

uitvbo icon uitvbo

This repository contains the code for the paper "On Controller-Tuning with Time-Varying Optimization" (Accepted at the 61st IEEE Conference for Decision and Control).

variational-beam-search icon variational-beam-search

Code repository of NeurIPS 2021 paper: Detecting and Adapting to Irregular Distribution Shifts in Bayesian Online Learning.

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