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conspec's Introduction

Contrastive Retrospection (ConSpec)

Chen Sun, Wannan Yang, Thomas Jiralerspong, Dane Malenfant, Benjamin Alsbury-Nealy, Yoshua Bengio, Blake Richards 2023

This repository implements Contrastive Retrospection (ConSpec) as detailed in the paper: https://arxiv.org/pdf/2210.05845.pdf

The conspecfunction subfolder implements ConSpec as a self-contained Class that can be added onto any RL agent of choice and trained autonomously. It has documentation, and should be easy to use for interested researchers. It also contains a working example of ConSpec helping train a 4-key gridworld task as seen in the paper from fig. 4.

The 3DOrangeTree subfolder implements ConSpec in the OrangeTree task described in the paper but is a much older repository - will clean up at a later date.

conspeccartoon

movie

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