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Deep Spiking Reinforcement Learning

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Deep Spiking Reinforcement Learning

Implementations of Deep Reinforcement Learning (DRL) algorithms with Spiking Neural Netowrks (SNNs) in PyTorch. SNNs are based on the SpyTorch implementations, with custom encoding and decoding mechanisms.

Dependency installation

Tested on Ubuntu 20.04 and Python 3.8.12. Creating a virtual environment is recommended.

pip install -r requirements.txt

For MuJoCo based environments (Ant-v3, HalfCheetah-v3, and Hopper-v3), install MuJoCo as described here.

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  • Jupyter Notebook 52.9%
  • Python 47.1%