multi-objective-optimization

There are 327 repositories under multi-objective-optimization topic.

  • anyoptimization/pymoo

    NSGA2, NSGA3, R-NSGA3, MOEAD, Genetic Algorithms (GA), Differential Evolution (DE), CMAES, PSO

    Language:Python2.7k30477448

  • median-research-group/LibMTL

    A PyTorch Library for Multi-Task Learning

    Language:Python2.4k1787229

  • BIMK/PlatEMO

    Evolutionary multi-objective optimization platform

    Language:MATLAB2k47122508

  • EMI-Group/evox

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

    Language:Python1.4k6731202

  • esa/pagmo2

    A C++ platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

    Language:C++89537248171

  • PKU-DAIR/open-box

    Towards Generalized and Efficient Blackbox Optimization System/Package (KDD 2021 & JMLR 2024)

    Language:Python42847057

  • syne-tune/syne-tune

    Large scale and asynchronous Hyperparameter and Architecture Optimization at your fingertips.

    Language:Python417915957

  • otto-de/recsys-dataset

    🛍 A real-world e-commerce dataset for session-based recommender systems research.

    Language:Python3538550

  • jmejia8/Metaheuristics.jl

    High-performance metaheuristics for optimization coded purely in Julia.

    Language:Julia28777427

  • TorchJD/torchjd

    Library for Jacobian descent with PyTorch. It enables the optimization of neural networks with multiple losses (e.g. multi-task learning).

    Language:Python27465910

  • lmarti/evolutionary-computation-course

    Jupyter/IPython notebooks about evolutionary computation.

    Language:Jupyter Notebook255165100

  • XuhanLiu/DrugEx

    Deep learning toolkit for Drug Design with Pareto-based Multi-Objective optimization in Polypharmacology

    Language:Python21582167

  • kevin031060/RL_TSP_4static

    Deep Reinforcement Learning for Multiobjective Optimization. Code for this paper

    Language:Python1802149

  • mikelzc1990/nsganetv2

    [ECCV2020] NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

    Language:Python15812036

  • hav4ik/Hydra

    Multi-Task Learning Framework on PyTorch. State-of-the-art methods are implemented to effectively train models on multiple tasks.

    Language:Python14910415
  • AutoOED

    yunshengtian/AutoOED

    AutoOED: Automated Optimal Experimental Design Platform

    Language:Python1455920

  • EMI-Group/evoxbench

    Transforming Neural Architecture Search (NAS) into multi-objective optimization problems. A benchmark suite for testing evolutionary algorithms in deep learning.

    Language:Python1355718

  • Eric-Bradford/TS-EMO

    This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).

    Language:MATLAB1037614

  • ppgaluzio/MOBOpt

    Multi-objective Bayesian optimization

    Language:Python9221723

  • optframe/optframe

    OptFrame - C++17/C++20/C++23 Optimization Framework in Single or Multi-Objective. Supports classic metaheuristics and hyperheuristics: Genetic Algorithm, Simulated Annealing, Tabu Search, Iterated Local Search, Variable Neighborhood Search, NSGA-II, Genetic Programming etc. Examples for Traveling Salesman, Vehicle Routing, Knapsack Problem, etMu

    Language:C++8971212

  • thomas-young-2013/open-box

    Generalized and Efficient Blackbox Optimization System.

    Language:Python8321084

  • Baijiong-Lin/Awesome-Multi-Objective-Deep-Learning

    A comprehensive list of gradient-based multi-objective optimization algorithms in deep learning.

    829

  • jump-dev/MultiObjectiveAlgorithms.jl

    A Julia package for solving multi-objective optimization problems

    Language:Julia776339

  • Swiggy/Moo-GBT

    Library for Multi-objective optimization in Gradient Boosted Trees

    Language:Python765215

  • garlicdevs/Fruit-API

    A Universal Deep Reinforcement Learning Framework

    Language:Python718622

  • tommyod/paretoset

    Compute the Pareto (non-dominated) set, i.e., skyline operator/query.

    Language:Jupyter Notebook672125

  • AnjieCheng/awesome-multi-objective-optimization

    A curated list of awesome multi-objective optimization research resources.

    656217
  • EPOSearch

    dbmptr/EPOSearch

    Exact Pareto Optimal solutions for preference based Multi-Objective Optimization

    Language:Python651214

  • informarte/yuck

    Yuck is a local-search constraint solver with FlatZinc interface

    Language:Scala6161610

  • ethz-pes/multi_objective_optimization_matlab

    MATLAB Tool for Multi-Objective Optimization

    Language:MATLAB60409

  • ltlhuuu/PSEC

    [ICLR 2025] The offical implementation of "PSEC: Skill Expansion and Composition in Parameter Space", a new framework designed to facilitate efficient and flexible skill expansion and composition, iteratively evolve the agents' capabilities and efficiently address new challenges

    Language:Python601

  • avkhimen/Electric_Vehicle_Charging_Simulation

    This project implements Q-Learning to find the optimal policy for charging and discharging electric vehicles in a V2G scheme under conditions of uncertain commitment of EV owners. The problem is modelled as a multi-objective multi-agent cooperative game. Project is part of fulfillment criteria for ECE 730 course at the University of Alberta.

    Language:Python55115

  • hecoding/Pac-Man

    Evolutionary Pac-Man bots using Grammatical Evolution and Multi-objective Optimization. Cool GUI included (Undergraduate Thesis)

    Language:Java5573516
  • PyDiffGame

    krichelj/PyDiffGame

    PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based on a reduction of Game Hamilton-Bellman-Jacobi (GHJB) equations to Game Algebraic and Differential Riccati equations, associated with Multi-Objective Dynamical Control Systems

    Language:Python5561510

  • LFhase/PAIR

    [ICLR 2023, ICLR DG oral] PAIR, the optimizer and model selection criteria for OOD Generalization

    Language:Jupyter Notebook53104

  • mahdims/Branch-and-price-

    This is my implementation of a branch and price algorithm to solve the humanitarian aid distribution problem. This problem is a VRP with a specific objective function

    Language:Python532113