EMI-Group

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27 repositories

evox
Public
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
Python
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BSD 3-Clause "New" or "Revised" License
•41•240•1•3•Updated Jan 25, 2025Jan 25, 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.
cuda pytorch symbolic-regression genetic-programming gpu-acceleration evolutionary-computation
Python
•0•14•0•0•Updated Jan 25, 2025Jan 25, 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.
reinforcement-learning policy-gradient gpu-acceleration evolutionary-algorithms sac hpo automl ppo reinforcement-learning-agent jax
Python
•0•11•0•0•Updated Jan 25, 2025Jan 25, 2025
tensorneat
Public
GPU-accelerated NeuroEvolution of Augmenting Topologies (NEAT)
neat neuroevolution jax neuroevolutionofaugmentedtopologies brax neuroevolution-of-augmenting-topologies
Python
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BSD 3-Clause "New" or "Revised" License
•14•92•1•0•Updated Dec 18, 2024Dec 18, 2024
tensoraco
Public
GPU-accelerated Ant Colony Optimization (ACO)
ant-colony-optimization jax
Python
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BSD 3-Clause "New" or "Revised" License
•0•12•0•0•Updated Oct 16, 2024Oct 16, 2024
tensorrvea
Public
GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA.
neuroevolution evolutionary-algorithms gpu-computing multi-objective-optimization jax brax
Python
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BSD 3-Clause "New" or "Revised" License
•2•14•0•0•Updated Oct 16, 2024Oct 16, 2024
snn-temporal-fusion
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•3•0•0•Updated Sep 24, 2024Sep 24, 2024
evoxbench
Public
Transforming Neural Architecture Search (NAS) into multi-objective optimization problems. A benchmark suite for testing evolutionary algorithms in deep learning.
evolutionary-algorithms multi-objective-optimization evolutionary-computation neural-architecture-search nasbench
Python
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Apache License 2.0
•16•98•0•0•Updated Sep 6, 2024Sep 6, 2024
spikefpn
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•3•0•0•Updated Sep 3, 2024Sep 3, 2024
spikingedn
Public
0•0•0•0•Updated Aug 8, 2024Aug 8, 2024
IEEE-CEC-NAS-Competition
Public
Repository for the IEEE CEC Competition on Multiobjective Neural Architecture Search
Python
•0•3•0•0•Updated Jul 10, 2024Jul 10, 2024
interpretable-control-competition-walker-submit
Public
Python
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MIT License
•0•4•0•0•Updated Jul 6, 2024Jul 6, 2024
Incremental-Optimization
Public
Official implementation of Solving Incremental Optimization Problems via Cooperative Coevolution
MATLAB
•4•28•0•0•Updated Jun 13, 2024Jun 13, 2024
gpbt-pl
Public
Generalized Population-Based Training With Pairwise Learning (GPBT-PL)
Python
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MIT License
•1•7•0•0•Updated Apr 28, 2024Apr 28, 2024
fr-nas
Public
Python
•0•10•0•0•Updated Apr 28, 2024Apr 28, 2024
mixer-snn
Public
Python
•1•7•0•0•Updated Apr 28, 2024Apr 28, 2024
SoloGAN
Public
Official implementation of SoloGAN
generative-adversarial-network image-to-image-translation
Python
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Apache License 2.0
•2•11•1•0•Updated Jul 28, 2022Jul 28, 2022
BLVG
Public
Matlab code for the IEEE TCYB paper "Evolutionary Large-Scale Dynamic Optimization Using Bilevel Variable Grouping".
MATLAB
•0•12•0•0•Updated May 16, 2022May 16, 2022
PDVC
Public
End-to-End Dense Video Captioning with Parallel Decoding (ICCV 2021)
Python
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MIT License
•23•4•0•0•Updated Feb 2, 2022Feb 2, 2022
SFLM
Public
Python
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MIT License
•5•4•0•0•Updated Oct 19, 2021Oct 19, 2021
FaPN
Public
[ICCV 2021] FaPN: Feature-aligned Pyramid Network for Dense Image Prediction
object-detection semantic-segmentation instance-segmentation panoptic-segmentation real-time-semantic-segmentation feature-alignment
C++
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Apache License 2.0
•19•203•11•0•Updated Sep 2, 2021Sep 2, 2021
RelativeNAS
Public
The official implementation of RelativeNAS
Python
•5•46•1•0•Updated Jul 14, 2021Jul 14, 2021
TransferLearning-Tasks
Public
Python
•2•25•0•0•Updated Sep 19, 2020Sep 19, 2020
nsganetv2
Public
[ECCV2020] NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search
Python
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Apache License 2.0
•36•4•0•0•Updated Sep 5, 2020Sep 5, 2020
GMPB
Public
MATLAB
•0•21•0•0•Updated Aug 27, 2020Aug 27, 2020
DenseNAS
Public
Densely Connected Search Space for More Flexible Neural Architecture Search (CVPR2020)
Python
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Apache License 2.0
•47•16•0•0•Updated Jul 4, 2020Jul 4, 2020
GMOEA
Public
Official implementation of GMOEA.
Python
•20•46•2•0•Updated Jul 2, 2020Jul 2, 2020