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Title: GitHub - Cococean/HEBO: Bayesian optimisation library developped by Huawei Noah's Ark Lab

Open Graph Title: GitHub - Cococean/HEBO: Bayesian optimisation library developped by Huawei Noah's Ark Lab

X Title: GitHub - Cococean/HEBO: Bayesian optimisation library developped by Huawei Noah's Ark Lab

Description: Bayesian optimisation library developped by Huawei Noah's Ark Lab - Cococean/HEBO

Open Graph Description: Bayesian optimisation library developped by Huawei Noah's Ark Lab - Cococean/HEBO

X Description: Bayesian optimisation library developped by Huawei Noah's Ark Lab - Cococean/HEBO

Opengraph URL: https://github.com/Cococean/HEBO

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READMEhttps://patch-diff.githubusercontent.com/Cococean/HEBO
https://patch-diff.githubusercontent.com/Cococean/HEBO#bayesian-optimisation--reinforcement-learning-research
HEBO: Heteroscedastic Evolutionary Bayesian Optimisationhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/HEBO
T-LBOhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/T-LBO
BOiLS: Bayesian Optimisation for Logic Synthesishttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/BOiLS
Bayesian Optimisation with Compositional Optimisershttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/CompBO
AntBO: Antibody Design with Combinatorial Bayesian Optimisationhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/AntBO
RDUCB: High Dimensional Bayesian Optimisation with Random Decompositionshttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/RDUCB
NAP: End-to-End Meta-Bayesian Optimisation with Transformer Neural Processeshttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/NAP
Sauté RL and Simmer RL: Safe Reinforcement Learning Using Safety State Augmentation https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/SIMMER
Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics Beliefhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/PMDB
https://patch-diff.githubusercontent.com/Cococean/HEBO#bayesian-optimisation-research
HEBOhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/HEBO
https://patch-diff.githubusercontent.com/Cococean/HEBO#hebo
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/HEBO/hebo.png
NeurIPS 2020 Black-Box Optimisation Challengehttps://bbochallenge.com/leaderboard
T-LBOhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/T-LBO
https://patch-diff.githubusercontent.com/Cococean/HEBO#t-lbo
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/T-LBO/figures/LSBO.png
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/T-LBO/figures/magnets.png
High-Dimensional Bayesian Optimisation with Variational Autoencoders and Deep Metric Learninghttps://arxiv.org/abs/2106.03609
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract
BOiLS: Bayesian Optimisation for Logic Synthesishttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/BOiLS
https://patch-diff.githubusercontent.com/Cococean/HEBO#boils-bayesian-optimisation-for-logic-synthesis
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/BOiLS/results/sample-eff-1.png
BOiLS: Bayesian Optimisation for Logic Synthesishttps://arxiv.org/abs/2111.06178
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-1
Bayesian Optimisation with Compositional Optimisershttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/CompBO
https://patch-diff.githubusercontent.com/Cococean/HEBO#bayesian-optimisation-with-compositional-optimisers
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/CompBO/image/summary-Best-performance-on-Synthetic-tasks-matern-52-3.png
Are we Forgetting about Compositional Optimisers in Bayesian Optimisation?https://www.jmlr.org/papers/v22/20-1422.html
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-2
AntBO: Antibody Design with Combinatorial Bayesian Optimisationhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/AntBO
https://patch-diff.githubusercontent.com/Cococean/HEBO#antbo-antibody-design-with-combinatorial-bayesian-optimisation
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/AntBO/figures/AntBO_illustrationPNG.PNG?raw=true
AntBO: Towards Real-World Automated Antibody Design with Combinatorial Bayesian Optimisationhttps://www.sciencedirect.com/science/article/pii/S2667237522002764
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-3
RDUCB: High Dimensional Bayesian Optimisation with Random Decompositionshttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/RDUCB
https://patch-diff.githubusercontent.com/Cococean/HEBO#rducb-high-dimensional-bayesian-optimisation-with-random-decompositions
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/RDUCB/figures/ToyProblem.PNG
Are Random Decomositions all we need in High Dimensional Bayesian Optimisationhttps://arxiv.org/pdf/2301.12844.pdf
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-4
NAP: End-to-End Meta-Bayesian Optimisation with Transformer Neural Processeshttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/NAP
https://patch-diff.githubusercontent.com/Cococean/HEBO#nap-end-to-end-meta-bayesian-optimisation-with-transformer-neural-processes
https://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/NAP/figures/regret-all.png
End-to-End Meta-Bayesian Optimisation with Transformer Neural Processeshttps://arxiv.org/abs/2305.15930
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-5
https://patch-diff.githubusercontent.com/Cococean/HEBO#reinforcement-learning-research
Sauté RL and Simmer RL: Safe Reinforcement Learning Using Safety State Augmentationhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/SIMMER
https://patch-diff.githubusercontent.com/Cococean/HEBO#sauté-rl-and-simmer-rl-safe-reinforcement-learning-using-safety-state-augmentation
Sauté RL: Almost Surely Safe RL Using State Augmentationhttps://arxiv.org/pdf/2202.06558.pdf
Enhancing Safe Exploration Using Safety State Augmentationhttps://arxiv.org/pdf/2206.02675.pdf
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-for-sauté-rl-almost-surely-safe-rl-using-state-augmentation-icml-2022
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-for-effects-of-safety-state-augmentation-on-safe-exploration-neurips-2022
Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics Beliefhttps://patch-diff.githubusercontent.com/Cococean/HEBO/blob/master/PMDB
https://patch-diff.githubusercontent.com/Cococean/HEBO#model-based-offline-reinforcement-learning-with-pessimism-modulated-dynamics-belief
Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics Beliefhttps://nips.cc/Conferences/2022/Schedule?showEvent=54842
https://patch-diff.githubusercontent.com/Cococean/HEBO#abstract-6
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