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@EMI-Group

EMI-Group

Evolving Machine Intelligence (EMI) Group — Unleashing the Power of Evolutionary Computation.

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  1. evox evox Public

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

    Python 262 42

  2. evogp evogp Public

    A GPU-accelerated library for Tree-based Genetic Programming, leveraging PyTorch and custom CUDA kernels for high-performance evolutionary computation. It supports symbolic regression, classificati…

    Python 29 4

  3. evorl evorl Public

    EvoRL is a fully GPU-accelerated framework for Evolutionary Reinforcement Learning, implemented with JAX. It supports Reinforcement Learning (RL), Evolutionary Computation (EC), Evolution-guided Re…

    Python 29 3

  4. tensorneat tensorneat Public

    GPU-accelerated NeuroEvolution of Augmenting Topologies (NEAT)

    Python 103 15

  5. metade metade Public

    MetaDE is a GPU-accelerated evolutionary framework that optimizes Differential Evolution (DE) strategies via meta-level evolution. Supporting both JAX and PyTorch, it dynamically adapts mutation an…

    Python 13

  6. evoxbench evoxbench Public

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

    Python 111 16

Repositories

Showing 10 of 28 repositories
  • evox Public

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

    EMI-Group/evox’s past year of commit activity
    Python 262 GPL-3.0 42 0 0 Updated Feb 28, 2025
  • tensoraco Public

    GPU-accelerated Ant Colony Optimization (ACO)

    EMI-Group/tensoraco’s past year of commit activity
    Python 13 GPL-3.0 0 0 0 Updated Feb 28, 2025
  • evoxbench Public

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

    EMI-Group/evoxbench’s past year of commit activity
    Python 111 GPL-3.0 16 0 0 Updated Feb 28, 2025
  • tensorneat Public

    GPU-accelerated NeuroEvolution of Augmenting Topologies (NEAT)

    EMI-Group/tensorneat’s past year of commit activity
    Python 103 GPL-3.0 15 0 0 Updated Feb 28, 2025
  • evorl Public

    EvoRL is a fully GPU-accelerated framework for Evolutionary Reinforcement Learning, implemented with JAX. It supports Reinforcement Learning (RL), Evolutionary Computation (EC), Evolution-guided Reinforcement Learning (ERL), AutoRL, and seamless integration with GPU-optimized simulation environments.

    EMI-Group/evorl’s past year of commit activity
    Python 29 3 2 0 Updated Feb 26, 2025
  • evogp Public

    A GPU-accelerated library for Tree-based Genetic Programming, leveraging PyTorch and custom CUDA kernels for high-performance evolutionary computation. It supports symbolic regression, classification, and policy optimization with advanced features like multi-output trees and benchmark tools.

    EMI-Group/evogp’s past year of commit activity
    Python 29 GPL-3.0 4 0 0 Updated Feb 26, 2025
  • metade Public

    MetaDE is a GPU-accelerated evolutionary framework that optimizes Differential Evolution (DE) strategies via meta-level evolution. Supporting both JAX and PyTorch, it dynamically adapts mutation and crossover strategies for efficient large-scale black-box optimization.

    EMI-Group/metade’s past year of commit activity
    Python 13 GPL-3.0 0 1 0 Updated Feb 25, 2025
  • IEEE-CEC-NAS-Competition Public

    Repository for the IEEE CEC Competition on Multiobjective Neural Architecture Search

    EMI-Group/IEEE-CEC-NAS-Competition’s past year of commit activity
    Python 3 GPL-3.0 0 0 0 Updated Feb 25, 2025
  • tensorrvea Public

    GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA.

    EMI-Group/tensorrvea’s past year of commit activity
    Python 14 GPL-3.0 2 0 0 Updated Feb 25, 2025
  • spikingedn Public
    EMI-Group/spikingedn’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jan 30, 2025

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