You can find these algorithms in submodules or click links below.

Safe Optimization

1. SafeOpt: https://github.com/LNSGroup/SafeOpt
2. StageOpt: https://github.com/LNSGroup/StageOpt
3. HdSafeBO: https://github.com/yunyuewei/HdSafeBO

Preference-based Optimization

1. SelfSparring: https://github.com/LNSGroup/SelfSparring
2. CoSpar: https://github.com/LNSGroup/CoSpar

High-dimensional Optimization

1. MCMCBO: https://github.com/LNSGroup/MCMCBO
2. HdSafeBO: https://github.com/yunyuewei/HdSafeBO
3. FocalBO: https://github.com/yunyuewei/FocalBO