multi-fidelity 开源项目推荐（40 个）

SMTorg /smt

SMT：代理模型工具箱

EmuKit /emukit

A Python-based toolbox of various methods in decision making, uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc.

deephyper /deephyper

DeepHyper: A Python Package for Massively Parallel Hyperparameter Optimization in Machine Learning

auto-flow /ultraopt

Distributed Asynchronous Hyperparameter Optimization better than HyperOpt. 比HyperOpt更强的分布式异步超参优化库。

sjvrijn /mf2

Collection of Multi-Fidelity benchmark functions

SMTorg /smt-optim

smt-optim: The Surrogate-Based Optimization software based on SMT

machinelearningnuremberg /DyHPO

[NeurIPS 2022] Supervising the Multi-Fidelity Race of Hyperparameter Configurations

mgisellef /ReviewOfMultiFidelityModels_ToyProblems

This repository comprises Jupyter Notebooks that serve as supplementary material to the journal article titled "Review of Multifidelity Models." The notebooks contain Python-based implementations that demonstrate toy problems in the multifidelity domain.

trsav /reactor_benchmark

A set of reactor design benchmark problems to evaluate high-dimensional, expensive, and potentially multi-fidelity optimisation algorithms.

ShuaiGuo16 /Multi-Fidelity-ML

Project source code and data for multi-fidelity machine learning strategy for flame model identification

psetinek /multi-fidelity-neural-surrogates

"Compute-optimal data scaling for neural surrogates via multi-fidelity training" @ NeurIPS 2026

longitude-jyang /hydro-suite

A suite of codes for dynamic analysis of offshore slender structures

Yan-Kai-Chen /An-Agent-Framework-for-FastFluent-to-Fluent-Simulation-of-Complex-Solid-Liquid-Dynamics

FastAgent: Physics-aware CFD campaigns with FastFluent screening and industrial steam dewaxing design. arXiv:2611.00645

0xyuqi /physics-informed-kriging-pro

Spatiotemporal Gaussian process modeling for environmental data: non-stationary PDE prior, deep kernels, multi-fidelity fusion, and A-optimal sampling.非稳态 PDE + 核深度学习 + 多保真 Co-Kriging + 主动采样的物理约束克里金方法，用于复杂时空环境建模与预测

noblec04 /MatlabGP

Flexible Gaussian Process model with user friendly kernel and mean function construction inspired by STHENO.

IceLab-X /GreedyNAR

greedy nonlinear autoregression for multifidelity modeling

warwick-icse /SFNet

Multi-fidelity modeling of wind farm wakes based on a novel super-fidelity network

crazat /genesis_medicine

Open-source autonomous in silico drug-discovery pipeline for Korean traditional medicine: Boltz-2 + OpenFold3 + AQAffinity + REINVENT4 + OpenMM ABFE + cost-aware multi-fidelity BO scheduler. 19 bioRxiv preprints. Recover Korean Medicine Clinic (Seoul, open since September 7, 2026) translational anchor.

Fraunhofer-SCAI /VMDatomistic

A minimal package for providing pretrained machine learning force fields (e.g. multi-fidelity M3GNet) for material simulations.

jibanCat /nargp_tensorflow

Just a notebook reproducing the Non-linear Autoregressive Gaussian Process (Perdikaris et al, 2017) using Tensorflow Probability