4 papers
Supervising Ralph Wiggum: Exploring a Metacognitive Co-Regulation Agentic AI Loop for Engineering Design
Zeda Xu, Nikolas Martelaro, Christopher McComb
The engineering design research community has studied agentic AI systems that use Large Language Model (LLM) agents to automate the engineering design process. However, these syste…
Ceci N'est Pas un Drone: Investigating the Impact of Design Representation on Design Decision Making When Using GenAI
Zeda Xu, Nikolas Martelaro, Christopher McComb
With generative AI-powered design tools, designers and engineers can efficiently generate large numbers of design ideas. However, efficient exploration of these ideas requires desi…
GARCH-Informed Neural Networks for Volatility Prediction in Financial Markets
Zeda Xu, John Liechty, Sebastian Benthall +2
Volatility, which indicates the dispersion of returns, is a crucial measure of risk and is hence used extensively for pricing and discriminating between different financial investm…
Enforcing the Principle of Locality for Physical Simulations with Neural Operators
Jiangce Chen, Wenzhuo Xu, Zeda Xu +3
Time-dependent partial differential equations (PDEs) for classic physical systems are established based on the conservation of mass, momentum, and energy, which are ubiquitous in s…