Ecosyste.ms: Repos

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GitHub topics: zeroth-order-optimization

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: Jupyter Notebook - Size: 36.9 MB - Last synced: about 5 hours ago - Pushed: about 17 hours ago - Stars: 17 - Forks: 0

Evolutionary-Intelligence/pypop

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

Language: Python - Size: 891 MB - Last synced: about 6 hours ago - Pushed: about 17 hours ago - Stars: 171 - Forks: 25

qq-me/torchzero

0th order optimizers, gradient chaining, random gradient approximation

Language: Python - Size: 56.6 MB - Last synced: 1 day ago - Pushed: 1 day ago - Stars: 0 - Forks: 0

blockwise-direct-search/bds

Blockwise Direct Search

Language: MATLAB - Size: 7.25 MB - Last synced: 6 days ago - Pushed: 6 days ago - Stars: 1 - Forks: 1

pdfo/pdfo

Powell's Derivative-Free Optimization solvers.

Language: Fortran - Size: 4.05 MB - Last synced: 10 days ago - Pushed: 12 days ago - Stars: 90 - 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: 6 days ago - Pushed: 6 days ago - Stars: 91 - Forks: 4

cangcn/NES-HT

Hard-Thresholding Meets Evolution Strategies in Reinforcement Learning

Language: Python - Size: 31.3 KB - Last synced: 27 days ago - Pushed: 27 days ago - Stars: 1 - Forks: 0

optiprofiler/optiprofiler

Benchmarking optimization solvers.

Language: Python - Size: 1.56 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 4 - Forks: 1

ZO-Bench/ZO-LLM

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

Language: Python - Size: 134 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 21 - Forks: 2

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: about 1 month ago - Pushed: 2 months ago - Stars: 24 - Forks: 2

microprediction/humpday

Elo ratings for global black box derivative-free optimizers

Language: Python - Size: 3.24 MB - Last synced: 7 days ago - Pushed: 4 months ago - Stars: 121 - Forks: 17

ZigeW/SODA

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

Language: Python - Size: 21.5 KB - Last synced: 6 months ago - Pushed: 8 months ago - Stars: 0 - Forks: 1

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: 7 months ago - Pushed: almost 4 years ago - Stars: 128 - Forks: 24

damon-demon/Black-Box-Defense

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

Language: Python - Size: 159 MB - Last synced: 10 months ago - Pushed: over 1 year 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: 12 months ago - Pushed: over 1 year ago - Stars: 17 - Forks: 9

StatNLP/sparse_szo

Sparse Perturbations for Improved Convergence in Stochastic Zeroth-Order Optimization

Language: Python - Size: 1.68 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 1 - 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: about 1 year ago - Pushed: over 1 year ago - Stars: 6 - Forks: 2

libprima/.github

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

Size: 6.84 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 2

caesarcai/SCOBO

SCOBO: Sparsity-aware Comparison Oracle Based Optimization

Language: Python - Size: 58.6 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 4 - Forks: 1

VCL3D/nevergrad Fork of alexd314/nevergrad

Nevergrad Optimizer Benchmarking for 3D Performance Capture

Size: 282 MB - Last synced: about 1 year ago - Pushed: about 3 years ago - Stars: 1 - Forks: 0

caesarcai/ZORO

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

Language: Python - Size: 58.6 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 4 - Forks: 1

Related Keywords
zeroth-order-optimization 21 derivative-free-optimization 9 optimization 6 blackbox-optimization 6 numerical-optimization 5 nonlinear-optimization 4 python 4 gradient-free-optimization 4 unconstrained-optimization 3 constrained-optimization 3 black-box-optimization 2 random-search 2 pytorch 2 bobyqa 2 cobyla 2 lincoa 2 matlab 2 newuoa 2 powell 2 simulation-based-optimization 2 uobyqa 2 benchmark 2 adversarial-attacks 2 gradient-estimation 2 evolutionary-algorithms 2 sampling-methods 2 control 2 optimization-algorithms 2 certified-robustness 1 certified-defense 1 black-box-defense 1 adversarial-learning 1 large-language-models 1 parameter-efficient-tuning 1 robustness 1 black-box-attacks 1 adversarial-robustness 1 diffusion 1 test-time-adaptation 1 ai4science 1 out-of-distribution-generalization 1 python-optimizer 1 global-optimizers 1 blackbox-optimizer 1 efficient-deep-learning 1 proximal 1 volumetric-data 1 volumetric-capture 1 performance-capture 1 nevergrad 1 heuristic-search-algorithms 1 heuristic-optimization 1 algorithm-competitions 1 comparison-oracle 1 modern-fortran 1 wireless 1 resource-allocation 1 reinforcement-learning 1 policy-gradient 1 model-free 1 zoo-newton 1 zoo-attack 1 zoo-adam 1 fortran 1 direct-search 1 evolution-strategies 1 global-optimization 1 optimization-methods 1 zeroth-order 1 pytorch-optimizers 1 large-scale-optimization 1 optimizers 1 gradient-free 1 gradient-chaining 1 gradient-approximation 1 derivative-free 1 0th-order 1 stochastic-search 1 metaheuristics 1 population-based-optimization 1 particle-swarm-optimization 1 optimization-tools 1 benchmarks 1 benchmarking-suite 1 benchmarking-framework 1 benchmark-suite 1 benchmark-framework 1 diffusion-models 1 natural-evolution-strategies 1 quadrotor 1 mpc 1 drone 1 planning 1 rl 1 simulation 1 trajectory 1 trajectory-optimization 1 bio-inspired-optimization 1 continuous-optimization 1