zeroth-order-optimization

There are 28 repositories under zeroth-order-optimization topic.

  • 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:Python2854520

  • Evolutionary-Intelligence/pypop

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

    Language:Python25671139
  • square-attack

    max-andr/square-attack

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

    Language:Python16851329
  • humpday

    microprediction/humpday

    Elo ratings for global black box derivative-free optimizers

    Language:Python14163019

  • 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:Python1332208
  • pdfo

    pdfo/pdfo

    Powell's Derivative-Free Optimization solvers.

    Language:Fortran10462326

  • ZO-Bench/ZO-LLM

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

    Language:Python9731411

  • liangyuwang/zo2

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

    Language:Python81216

  • 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:Python66159

  • 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:Python441615

  • damon-demon/Black-Box-Defense

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

    Language:Python24234

  • fouratifares/ECP

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

    Language:Jupyter Notebook15100

  • caesarcai/ZORO

    Zeroth-Order Regularized Optimization (ZORO): Approximately Sparse Gradients and Adaptive Sampling

    Language:Python11216

  • 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:Python11002

  • inikishev/torchzero

    Modular optimization library for PyTorch (work-in-progress).

    Language:Python9100

  • optiprofiler/optiprofiler

    Benchmarking optimization solvers.

    Language:MATLAB80111

  • caesarcai/SCOBO

    SCOBO: Sparsity-aware Comparison Oracle Based Optimization

    Language:Python6101

  • glorgao/NES-HT

    Hard-Thresholding Meets Evolution Strategies in Reinforcement Learning

    Language:Python4300

  • rebeccadf/Zeroth-order-optimization-methods

    Implementation of the algorithms described in the papers "ZO-AdaMM: Zeroth Order Adaptive Momentum" by Chen et al., "Stochastic first- and zeroth-order methods" by Ghadimi et al. and "SignSGD via zeroth- order oracle" by Liu et al.

    Language:Jupyter Notebook4100

  • blockwise-direct-search/bds

    Blockwise Direct Search (MATLAB version)

    Language:MATLAB337711

  • QiqiDuan257/pop-lsbbo

    A pure-MATLAB library for POPulation-based Large-Scale Black-Box Optimization (pop-lsbbo).

    Language:MATLAB2000

  • StatNLP/sparse_szo

    Sparse Perturbations for Improved Convergence in Stochastic Zeroth-Order Optimization

    Language:Python2601

  • VCL3D/nevergrad

    Nevergrad Optimizer Benchmarking for 3D Performance Capture

    Language:Python2000

  • blockwise-direct-search/bds_development

    Arhiva of the MATLAB version of Blockwise Direct Search

    Language:MATLAB0200

  • blockwise-direct-search/bds_octave

    Blockwise Direct Search (Octave version)

    Language:MATLAB0200

  • blockwise-direct-search/bds_python

    Blockwise Direct Search (Python version)

    Language:Python0200

  • libprima/.github

    PRIMA: Reference Implementation for Powell's methods with Modernization and Amelioration

    0202

  • ZigeW/SODA

    [NeurIPS 2023] “SODA: Robust Training of Test-Time Data Adaptors”

    Language:Python0101