Learning to design from humans: Imitating human designers through deep learning A Raina, C McComb, J Cagan Journal of Mechanical Design, 1-24, 2019 | 100 | 2019 |
A cautionary tale about the impact of AI on human design teams G Zhang, A Raina, J Cagan, C McComb Design Studies 72, 100990, 2021 | 85 | 2021 |
Transferring design strategies from human to computer and across design problems A Raina, J Cagan, C McComb Journal of Mechanical Design 141 (11), 114501, 2019 | 38 | 2019 |
Design strategy network: a deep hierarchical framework to represent generative design strategies in complex action spaces A Raina, J Cagan, C McComb Journal of Mechanical Design 144 (2), 021404, 2022 | 21 | 2022 |
Design strategy transfer in cognitively-inspired agents A Raina, C McComb, J Cagan International Design Engineering Technical Conferences and Computers and …, 2018 | 18 | 2018 |
Goal-directed design agents: Integrating visual imitation with one-step lookahead optimization for generative design A Raina, L Puentes, J Cagan, C McComb Journal of Mechanical Design 143 (12), 124501, 2021 | 17 | 2021 |
The evolution and impact of human confidence in artificial intelligence and in themselves on AI-assisted decision-making in design L Chong, A Raina, K Goucher-Lambert, K Kotovsky, J Cagan Journal of Mechanical Design 145 (3), 031401, 2023 | 16 | 2023 |
Modeling a strategic human engineering design process: Human-inspired heuristic guidance through learned visual design agents L Puentes, A Raina, J Cagan, C McComb Proceedings of the Design Society: DESIGN Conference 1, 355-364, 2020 | 13 | 2020 |
Learning to design without prior data: Discovering generalizable design strategies using deep learning and tree search A Raina, J Cagan, C McComb Journal of Mechanical Design 145 (3), 031402, 2023 | 6 | 2023 |
Artificial intelligence impersonating a human: The impact of design facilitator identity on human designers G Zhang, A Raina, E Brownell, J Cagan Journal of Mechanical Design 145 (5), 051404, 2023 | 2 | 2023 |
Automated configuration design framework for payload integration in unmanned aerial vehicles A Raina, S Nakka, M Bansal, KA Desai, SV Shah, C Venkatesan Engineering Optimization 54 (12), 2017-2033, 2022 | 2 | 2022 |
Collaborative design decision-making with artificial intelligence: Exploring the evolution and impact of human confidence in AI and in themselves L Chong, A Raina, K Goucher-Lambert, K Kotovsky, J Cagan International Design Engineering Technical Conferences and Computers and …, 2022 | 2 | 2022 |
Self Learning Design Agent (SLDA): Enabling Deep Learning and Tree Search in Complex Action Spaces A Raina, J Cagan, C McComb International Design Engineering Technical Conferences and Computers and …, 2022 | 2 | 2022 |
Towards Deep Learning Guided Search Agents for Sequentially Generative Design Problems A Raina Carnegie Mellon University, 2022 | 2 | 2022 |
Behavioural Cloning in VizDoom R Spick, T Bradley, A Raina, PV Amadori, G Moss arXiv preprint arXiv:2401.03993, 2024 | | 2024 |
The Impact of a Strategy of Deception About the Identity of an Artificial Intelligence Teammate on Human Designers G Zhang, A Raina, E Brownell, J Cagan International Design Engineering Technical Conferences and Computers and …, 2022 | | 2022 |