90 citations · 136 across the 4 of their papers we have counts for
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cs.AI2021★ 14 cited
Design Strategy Network: A deep hierarchical framework to represent generative design strategies in complex action spaces
Ayush Raina, Jonathan Cagan, Christopher McComb
Generative design problems often encompass complex action spaces that may be divergent over time, contain state-dependent constraints, or involve hybrid (discrete and continuous) d…
cs.AI2021★ 18 cited
Goal-Directed Design Agents: Integrating Visual Imitation with One-Step Lookahead Optimization for Generative Design
Ayush Raina, Lucas Puentes, Jonathan Cagan +1
Engineering design problems often involve large state and action spaces along with highly sparse rewards. Since an exhaustive search of those spaces is not feasible, humans utilize…