Topic: "zeroth-order-optimization"
Evolutionary-Intelligence/pypop
[CCF-A] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (including evolutionary algorithms, swarm-based randomized optimizers, pattern search, and random search). [https://jmlr.org/papers/v25/23-0386.html] (Its Planned Extensions: PyCoPop7, PyNoPop7, PyPop77, and PyMePop7)
Language: Python - Size: 953 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 235 - Forks: 35
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: 25 days ago - Pushed at: 25 days 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: 1 day ago - Pushed at: 2 months ago - Stars: 140 - Forks: 19
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: about 2 months ago - Pushed at: 11 months ago - Stars: 121 - Forks: 7
pdfo/pdfo
Powell's Derivative-Free Optimization solvers.
Language: Fortran - Size: 4.05 MB - Last synced at: 3 days ago - Pushed at: 25 days ago - Stars: 102 - Forks: 26
liangyuwang/zo2
ZO2 (Zeroth-Order Offloading): Full Parameter Fine-Tuning 175B LLMs with 18GB GPU Memory
Language: Python - Size: 296 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 72 - Forks: 6
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: 10 months ago - Pushed at: 10 months 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: about 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: over 1 year ago - Pushed at: about 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: almost 2 years ago - Pushed at: about 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: 512 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 14 - Forks: 0
optiprofiler/optiprofiler
Benchmarking optimization solvers.
Language: MATLAB - Size: 9.75 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 8 - Forks: 1
caesarcai/ZORO
Zeroth-Order Regularized Optimization (ZORO): Approximately Sparse Gradients and Adaptive Sampling
Language: Python - Size: 62.5 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 8 - Forks: 5
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: about 2 years ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 2
glorgao/NES-HT
Hard-Thresholding Meets Evolution Strategies in Reinforcement Learning
Language: Python - Size: 33.2 KB - Last synced at: 2 months ago - Pushed at: 11 months ago - Stars: 4 - Forks: 0
caesarcai/SCOBO
SCOBO: Sparsity-aware Comparison Oracle Based Optimization
Language: Python - Size: 58.6 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 4 - Forks: 1
blockwise-direct-search/bds
Blockwise Direct Search (MATLAB version)
Language: MATLAB - Size: 7.88 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 3 - Forks: 11
inikishev/torchzero
Modular optimization library for PyTorch. I changed the API a lot and that will soon be pushed heređź’€
Language: Python - Size: 1.03 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 3 - Forks: 0
VCL3D/nevergrad Fork of alexd314/nevergrad
Nevergrad Optimizer Benchmarking for 3D Performance Capture
Size: 282 MB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0
StatNLP/sparse_szo
Sparse Perturbations for Improved Convergence in Stochastic Zeroth-Order Optimization
Language: Python - Size: 1.68 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0
blockwise-direct-search/bds_development
Arhiva of the MATLAB version of Blockwise Direct Search
Language: MATLAB - Size: 68.4 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
ZigeW/SODA
[NeurIPS 2023] “SODA: Robust Training of Test-Time Data Adaptors”
Language: Python - Size: 21.5 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1
libprima/.github
PRIMA: Reference Implementation for Powell's methods with Modernization and Amelioration
Size: 6.84 KB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 2
