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Ayush Raina
Ayush Raina
ML Research, Playstation
Verified email at alumni.cmu.edu - Homepage
Title
Cited by
Cited by
Year
Learning to design from humans: Imitating human designers through deep learning
A Raina, C McComb, J Cagan
Journal of Mechanical Design, 1-24, 2019
1022019
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
882021
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
382019
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
222022
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
192023
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
192021
Design strategy transfer in cognitively-inspired agents
A Raina, C McComb, J Cagan
International Design Engineering Technical Conferences and Computers and …, 2018
182018
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
142020
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
72023
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
22023
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
22022
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
22022
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
22022
Towards Deep Learning Guided Search Agents for Sequentially Generative Design Problems
A Raina
Carnegie Mellon University, 2022
22022
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
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