Titlebook: Design Computing and Cognition’24; Volume 2 John S. Gero Conference proceedings 2025 The Editor(s) (if applicable) and The Author(s), under

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忘川河

Symmetry Heuristics for Stable Reinforcement Learning Design Agentsion-making. However, it faces challenges in learning stability when complex engineering simulations compose the reward function. This diminishes the practicality of deep RL for configuration design. To address this challenge, this work integrates configuration design heuristics in a deep RL framewor

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A Multi-case Study of Traditional, Parametric, and Generative Design Thinking of Engineering Student to effectively utilize these advanced design tools. Understanding how students think about generative AI in design is pivotal in shaping engineering design education. This study aims to explore mechanical engineering students’ perceptions and approaches to generative design (GD) compared to paramet

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MazeMind: Exploring the Effects of Hand Gestures and Eye Gazing on Cognitive Load and Task EfficiencoloLens 2 and the custom-developed application MazeMind. By conducting human-subject experiments in MazeMind, we assessed cognitive load using NASA-TLX and Galvanic Skin Response (GSR), confirming a significant correlation between real-time GSR readings and post-interaction NASA-TLX scores. This und

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What Is Generative in Generative Artificial Intelligence? A Design-Based Perspectivehallenges. Yet their generative power has not yet been studied, leaving open the question of what is really generated by these tools. This paper proposes to address this question and characterize the various generative dimensions behind GenAI models. Thanks to the latest advancements in engineering

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An Exploration of Brain Lateralization During Engineering Design Ideation Using fNIRSworlds and afford different ways of being and working. This paper contextualizes this theory in design by exploring hemispheric dominance during design ideation. Forty engineering professionals ideated solutions to design tasks. Functional near-infrared spectroscopy was used to measure change in oxy

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Neuro-Cognitive Feedback as a Tool for Improving Cognitive Endurance in Engineering Designndomly divided into three groups: to receive neurofeedback, fake feedback that was pre-recorded (active control), or no feedback (control). The neurofeedback intervention provided designers with a dynamic heatmap displaying oxygenated hemoglobin (oxy-Hb) in their prefrontal cortex (PFC). The feedbac

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