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gradient-free-optimization

Here are 23 public repositories matching this topic...

Gradient-Free-Optimizers

SimonBlanke / Gradient-Free-Optimizers

Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.

machine-learning optimization constrained-optimization hyperparameter-optimization meta-heuristic simulated-annealing hill-climbing bayesian-optimization nelder-mead random-search particle-swarm-optimization evolution-strategies blackbox-optimization gradient-free-optimization tree-of-parzen-estimator hyperactive

Updated Apr 27, 2025
Python

EMI-Group / evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

neuroevolution pytorch gym gpu-acceleration evolutionary-algorithms multi-objective-optimization ray black-box-optimization evolutionary-computation evolutionary-strategies metaheuristics jax evolutionary-optimization derivative-free-optimization gradient-free-optimization population-based-optimization brax evolutionary-reinforcement-learinig

Updated Apr 30, 2025
Python

Evolutionary-Intelligence / pypop

[JMLR (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, PyDPop77, and PyMePop7)

Updated May 4, 2025
Python

Hzfinfdu / MPMP

ACL'2023: Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning

natural-language-processing modular deep-learning multitask-learning few-shot-learning gradient-free-optimization prompt-learning black-box-tuning

Updated Oct 24, 2022
Python

AndreiChertkov / ttopt

Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.

optimization optimization-methods multidimensional-arrays tensor-decomposition discrete-optimization tensor-train gradient-free-optimization optimization-algorithm tensor-decomposition-algorithms tensor-trains

Updated Jul 27, 2023
Python

anabatsh / PROTES

Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.

optimization multidimensional-arrays tensor-decomposition discrete-optimization tensor-train gradient-free-optimization

Updated Apr 29, 2025
Python

SimonBlanke / optimization-tutorial

Tutorials for the optimization techniques used in Gradient-Free-Optimizers and Hyperactive.

visualization machine-learning tutorial optimization hyperparameter-optimization gradient-free-optimization hyperactive

Updated Jun 28, 2024
Python

AroMorin / DNNOP

Deep Neural Network Optimization Platform with Gradient-based, Gradient-Free Algorithms

deep-neural-networks reinforcement-learning computer-vision deep-learning algorithms robotics openai-gym neuroevolution artificial-intelligence artificial-neural-networks gradient-descent optimization-algorithms nao-robot gradient-free-optimization gradient-based

Updated Jan 13, 2020
Python

dizcza / MCMC_BinaryNet

Markov Chain Monte Carlo binary network optimization

pytorch mcmc pymc3 jags xnor-net binary-neural-networks gradient-free-optimization

Updated Dec 16, 2021
Python

iabs-neuro / mango

🥭 MANGO: Maximization of neural Activation via Non-Gradient Optimization

neuroscience spiking-neural-networks tensor-train gradient-free-optimization neural-representations activation-maximization

Updated Nov 7, 2024
Python

thieu1995 / EvoRBF

EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks

machine-learning neural-network genetic-algorithm regression classification evolutionary-algorithms local-search particle-swarm-optimization radial-basis-function swarm-intelligence global-search nature-inspired-algorithms metaheuristic-algorithms gradient-free-optimization whale-optimization-algorithm radial-basis-function-network mealpy gradient-free-rbf

Updated Dec 4, 2024
Python

Catastropha / pydemic

Gradient free reinforcement learning for PyTorch

reinforcement-learning neural-networks gradient-free-optimization

Updated Sep 19, 2019
Python

inikishev / torchzero

Modular optimization library for PyTorch.

optimization pytorch gradient-descent optimization-algorithms newton-raphson second-order-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization optimizers grafting gradient-approximations first-order-optimization

Updated May 4, 2025
Python

SimonBlanke / Surfaces

A collection and visualization of single objective black-box functions for optimization benchmarking.

python optimization black-box-optimization test-functions objective-functions gradient-free-optimization hyperactive

Updated Oct 28, 2024
Python

sukiboo / smoothing_based_optimization

Implementation of smoothing-based optimization algorithms

optimization gaussian-smoothing gradient-free-optimization smoothing-methods

Updated Nov 3, 2023
Python

danielkelshaw / PySwallow

Particle Swarm Optimiser

machine-learning pso optimisation metaheuristics gradient-free-optimization particle-swarm-optimiser

Updated Jun 22, 2022
Python

AndreiChertkov / tetradat

Black-box adversarial attacks on deep neural networks with tensor train (TT) decomposition and PROTES optimizer.

neural-network black-box-optimization adversarial-examples tensor-train adversarial-attacks gradient-free-optimization attribution-model tensor-trains

Updated Aug 12, 2024
Python

StatNLP / sparse_szo

Sparse Perturbations for Improved Convergence in Stochastic Zeroth-Order Optimization

gradient-free-optimization zeroth-order-optimization

Updated Jan 18, 2021
Python

ayushkarnawat / profit

Exploring evolutionary protein fitness landscapes

optimization protein-structure pytorch semi-supervised-learning protein-sequences bayesian-inference nlp-machine-learning active-learning fitness-landscape protein-evolution gradient-free-optimization

Updated Jul 17, 2020
Python

sukiboo / mollifier_smoothing

Numerical optimization via mollifier smoothing

optimization gradient-free-optimization smoothing-methods mollifier-smoothing

Updated Mar 7, 2024
Python

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