zeroth-order-optimization | Topic

Topic: "zeroth-order-optimization"

Evolutionary-Intelligence/pypop

[JMLR (CCF-A)] PyPop7: A Pure-Python LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (from evolutionary computation, swarm intelligence, statistics, operations research, machine learning, mathematical optimization, etc.). [https://jmlr.org/papers/v25/23-0386.html]

Language: Python - Size: 958 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 250 - Forks: 39

LeCAR-Lab/model-based-diffusion

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 dynamics model to run the reverse denoising process to generate high-quality trajectories.

Language: Python - Size: 36.9 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 230 - Forks: 16

microprediction/humpday

Elo ratings for global black box derivative-free optimizers

Language: Python - Size: 3.24 MB - Last synced at: 8 days ago - Pushed at: 5 months ago - Stars: 141 - Forks: 20

max-andr/square-attack

Square Attack: a query-efficient black-box adversarial attack via random search [ECCV 2020]

Language: Python - Size: 12.5 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 128 - Forks: 24

LeCAR-Lab/CoVO-MPC

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.

Language: Python - Size: 44.7 MB - Last synced at: 4 months ago - Pushed at: about 1 year ago - Stars: 121 - Forks: 7

liangyuwang/zo2

ZO2 (Zeroth-Order Offloading): Full Parameter Fine-Tuning 175B LLMs with 18GB GPU Memory

Language: Python - Size: 342 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 117 - Forks: 8

pdfo/pdfo

Powell's Derivative-Free Optimization solvers.

Language: Fortran - Size: 4.05 MB - Last synced at: 1 day ago - Pushed at: about 2 months ago - Stars: 103 - Forks: 25

ZO-Bench/ZO-LLM

[ICML 2024] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".

Language: Python - Size: 156 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 34 - Forks: 3

OPTML-Group/DeepZero

[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, Zheng Zhang, Bhavya Kailkhura, Sijia Liu

Language: Python - Size: 2.88 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 24 - Forks: 2

damon-demon/Black-Box-Defense

Robustify Black-Box Models (ICLR'22 - Spotlight)

Language: Python - Size: 159 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 4

as791/ZOO_Attack_PyTorch

This repository contains the PyTorch implementation of Zeroth Order Optimization Based Adversarial Black Box Attack (https://arxiv.org/abs/1708.03999)

Language: Python - Size: 6.32 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 17 - Forks: 9

fouratifares/ECP

Every Call is Precious: Global Optimization of Black-Box Functions with Unknown Lipschitz Constants

Language: Jupyter Notebook - Size: 515 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 15 - Forks: 0

hassaanhashmi/pd_zdpg_plus

Code for IEEE MLSP 2021 paper titled "Model-Free Learning of Optimal Deterministic Resource Allocations in Wireless Systems via Action-Space Exploration"

Language: Python - Size: 518 KB - Last synced at: 15 days ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 3