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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

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conspec's People

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Jingen Chou | Jen-Yen Chang avatar  avatar Dane Carnegie Malenfant avatar Anas Saeed avatar Raffaele Galliera avatar Dongyan Lin avatar  avatar Ken Fahmidur Rahman avatar Wannan Yang avatar John Zhou avatar Arthur Juliani avatar Hosein Hasanbeig avatar Tianyu Zhang avatar Alexander Tong avatar Pooyan Jamshidi avatar Jaedong Hwang avatar Angela Radulescu avatar Moritz Buchholz avatar Oussama Boussif avatar

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