Learning to design from humans: Imitating human designers through deep learning. - Ayush Raina; Christopher McComb; Jonathan Cagan (CoRR, 2019)

Goal-Directed Design Agents: Integrating Visual Imitation with One-Step Lookahead Optimization for Generative Design. - Ayush Raina; Lucas Puentes; Jonathan Cagan; Christopher McComb (CoRR, 2021)

Design Strategy Network: A deep hierarchical framework to represent generative design strategies in complex action spaces. - Ayush Raina; Jonathan Cagan; Christopher McComb (CoRR, 2021)

Learning to design without prior data: Discovering generalizable design strategies using deep learning and tree search. - Ayush Raina; Jonathan Cagan; Christopher McComb (CoRR, 2022)

Behavioural Cloning in VizDoom. - Ryan Spick; Timothy Bradley; Ayush Raina; Pierluigi Vito Amadori; Guy Moss 002 (CoRR, 2024)