zeroth-order-optimization topic

Powell's Derivative-Free Optimization solvers.

pdfo

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

max-andr

Elo ratings for global black box derivative-free optimizers

microprediction

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

damon-demon

PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants. https://pypop.rtfd.io/

Evolutionary-Intelligence

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.

LeCAR-Lab

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

as791

[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,...

OPTML-Group

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

ZO-Bench