permutation-equivariant

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tjuHaoXiaotian / pymarl3

We extend pymarl2 to pymarl3, equipping the MARL algorithms with permutation invariance and permutation equivariance properties. The enhanced algorithm achieves 100% win rates on SMAC-V1 and superior performance on SMAC-V2.

permutation multiagent-reinforcement-learning starcraft2 starcraft2-ai permutation-equivariant permutation-invariant permutation-invariance permutation-equivariance

Updated Jan 7, 2024
Python

krpratik / RE-MIMO

Star 24

Official implementation of "RE-MIMO: Recurrent and Permutation Equivariant Neural MIMO Detection" paper.

deep-learning attention mimo mimo-paper re-mimo recurrent-inference permutation-equivariant

Updated Sep 3, 2020
Python

zichunhao / gnn-jet-autoencoder

Star 1

Graph neural network autoencoders for jets in HEP

machine-learning compression deep-learning pytorch autoencoder high-energy-physics particle-physics anomaly-detection graph-neural-networks graph-neural-network permutation-equivariant message-passing-neural-network permutation-invariance

Updated Apr 6, 2023
Python

HyTruongSon / LibCCNs

Star 1

Covariant Compositional Networks Library is an easy-to-use and efficient implementation of Covariant Compositional Networks (CCNs) with TensorFlow and PyTorch's APIs based on a shared common C++ core.

molecules graph-neural-networks permutation-equivariant

Updated Oct 23, 2020
Gherkin

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