yiminzme / awesome-bayesian-optimization
a curated list of bayesian optimization tutorials, papers, softwares
☆30Updated 3 years ago
Alternatives and similar repositories for awesome-bayesian-optimization
Users that are interested in awesome-bayesian-optimization are comparing it to the libraries listed below
Sorting:
- Bayesian Optimization with Density-Ratio Estimation☆23Updated 2 years ago
- Code for "Robust Multi-Objective Bayesian Optimization Under Input Noise"☆54Updated 2 years ago
- Bayesian Neural Network Surrogates for Bayesian Optimization☆51Updated last year
- [NeurIPS 2020] Diversity-Guided Efficient Multi-Objective Optimization With Batch Evaluations☆106Updated 2 years ago
- The Wasserstein Distance and Optimal Transport Map of Gaussian Processes☆52Updated 4 years ago
- Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces☆55Updated 2 years ago
- Meta-learning Gaussian process (GP) priors via PAC-Bayes bounds☆25Updated last year
- Official implementation of NeurIPS'22 paper "Monte Carlo Tree Search based Variable Selection for High-Dimensional Bayesian Optimization"☆39Updated 2 years ago
- Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization☆35Updated 5 years ago
- Release code for ICML2020 Knowing The What But Not The Where in Bayesian Optimization☆15Updated 2 years ago
- Code for A General Recipe for Likelihood-free Bayesian Optimization, ICML 2022☆44Updated 2 years ago
- Code for "A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences"☆11Updated 2 months ago
- Batch Multi-Fidelity Bayesian Optimization with Deep Auto-Regressive Networks☆12Updated 3 years ago
- Python implementation of the Max-value Entropy Search for Multi-Objective Bayesian Optimization method☆27Updated 3 years ago
- This is the code for our paper: Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces (Leonard Papenmeier…☆16Updated last year
- Bayesian Optimisation over Multiple Continuous and Categorical Inputs (CoCaBO)☆51Updated 5 years ago
- Code accompanying https://arxiv.org/abs/1802.02219☆18Updated 2 years ago
- ☆23Updated 2 years ago
- [ICLR 2022] "Bayesian Modeling and Uncertainty Quantification for Learning to Optimize: What, Why, and How" by Yuning You, Yue Cao, Tianl…☆14Updated 2 years ago
- Pre-trained Gaussian processes for Bayesian optimization☆90Updated last month
- Bayesian optimization with Standard Gaussian Processes on high dimensional benchmarks☆11Updated 3 weeks ago
- Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization☆72Updated 2 years ago
- Multi-fidelity Bayesian Optimization via Deep Neural Nets☆30Updated 4 years ago
- SAASBO: a package for high-dimensional bayesian optimization☆43Updated 3 years ago
- Risk-averse Heteroscedastic Bayesian Optimization, NeurIPS 2021☆14Updated 3 years ago
- [ICML'21] Think Global and Act Local: Bayesian Optimisation for Categorical and Mixed Search Spaces☆30Updated 2 years ago
- The official implementation of PFNs4BO: In-Context Learning for Bayesian Optimization☆26Updated last year
- Code related to the paper "Asynchronous Batch Bayesian Optimisation with Improved Local Penalisation"☆12Updated 6 years ago
- Code repository for Ensemble Bayesian Optimization☆53Updated 5 years ago
- The High-dimensional BayesOpt algorithms from "A Framework for Bayesian Optimization in Embedded Subspaces☆41Updated 5 years ago