learning-to-collaborate

Collaboration optimizer

A research project focused on developing methods for learning to collaborate in multi-objective optimization problems using machine learning and deep learning techniques.

GitHub

11 stars
1 watching
2 forks
Language: Python
last commit: over 4 years ago

Related projects:

RepositoryDescriptionStars
baowenxuan/fedcollabAn algorithm that optimizes collaboration in federated learning by clustering clients into non-overlapping coalitions based on data quantity and pairwise distribution distances.16
litian96/fedproxAn optimization framework designed to address heterogeneity in federated learning across distributed networks655
brml/climinA Python package for gradient-based function optimization in machine learning181
project-platypus/platypusA Python library for multiobjective optimization algorithms and analysis tools.579
google/jaxoptAn open-source project providing hardware accelerated, batchable and differentiable optimizers in JAX for deep learning.941
100/solidA comprehensive framework for solving optimization problems without gradient calculations.575
pnnl/soda-optA tool that extracts and optimizes high-level code snippets into LLVM IR using MLIR for high-level synthesis37
dos-group/fedzeroAn implementation of federated learning optimized for training on renewable energy sources and spare compute capacity to minimize carbon emissions.19
jmrichardson/tunetaAutomates optimization of technical indicators for machine learning models in finance421
mingruiliu-ml-lab/episodeAn algorithm for Federated Learning with heterogeneous data, designed to optimize deep neural networks and improve performance2
clreda/near-optimal-federatedAn open-source software project implementing collaborative learning in bandits to achieve near-optimal results1
gugarosa/opytimizerAn optimization library based on nature-inspired meta-heuristic algorithms.609
zackzikaixiao/fedgrabA tool for training federated learning models with adaptive gradient balancing to handle class imbalance in multi-client scenarios.14
matthewpeterkelly/particleswarmoptimizationAn optimization algorithm implementation in Matlab.83
tri-amdd/camdSoftware framework for designing and executing sequential learning experiments in materials discovery60