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[***JMLR-2024***] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* versions/variants (e.g., evolutionary algorithms, swarm-based optimizers, pa...
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genetic-algorithms
global-optimization
evolution-strategies
black-box-optimization
differential-evolution
nonlinear-optimization
numerical-optimization
continuous-optimization
evolutionary-algorithms
optimization-algorithms
large-scale-optimization
zeroth-order-optimization
gradient-free-optimization
particle-swarm-optimization
consensus-based-optimization
derivative-free-optimization
population-based-optimization
estimation-of-distribution-algorithms
Created
2021-01-26
7,788 commits to main branch, last one 8 days ago
Official implementation for the paper "Model-based Diffusion for Trajectory Optimization". Model-based diffusion (MBD) is a novel diffusion-based trajectory optimization framework that employs a dynam...
Created
2024-05-22
251 commits to main branch, last one 2 months ago
Elo ratings for global black box derivative-free optimizers
Created
2020-10-23
300 commits to main branch, last one 11 months ago
Official implementation for the paper "CoVO-MPC: Theoretical Analysis of Sampling-based MPC and Optimal Covariance Design" accepted by L4DC 2024. CoVO-MPC is an optimal sampling-based MPC algorithm.
Created
2023-06-22
282 commits to main branch, last one 8 months ago
Powell's Derivative-Free Optimization solvers.
bobyqa
cobyla
lincoa
matlab
newuoa
powell
python
uobyqa
fortran
simulation
optimization
blackbox-optimization
nonlinear-optimization
numerical-optimization
optimization-algorithms
constrained-optimization
zeroth-order-optimization
unconstrained-optimization
derivative-free-optimization
simulation-based-optimization
Created
2020-04-19
536 commits to main branch, last one 2 months ago
[ICML 2024] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".
Created
2024-02-16
12 commits to main branch, last one 5 months ago
[ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Diffenderfer, Jiancheng Liu, Konstantinos Parasyris, Yihua Zhang,...
Created
2023-11-01
13 commits to main branch, last one 2 months ago