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Goal-Directed Design Agents: Integrating Visual Imitation With One-Step Lookahead Optimization for Generative Design
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: 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 relevant domain knowledge to condense the ...
Data-Driven Heuristic Induction From Human Design Behavior
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Through experience, designers develop guiding principles, or heuristics, to aid decision-making in familiar design domains. Generalized versions of common design heuristics have been identified across multiple domains and ...