CM
Christopher McComb
cs.LGcs.AIcs.CEcs.CLEngineering designArtificial intelligenceCollaborative designcs.HCdesignDesign
On Valency
published · living versionsW_sfuyeqg5·v1 · currentpublished
LLM-Assisted Optimization for Simulation-Based Redesign
with Chan-Eui Song, Jeremy J. Michalek
1 version
Preprints & journals
25 papers in the corpus · 2017–2026Supervising Ralph Wiggum: Exploring a Metacognitive Co-Regulation Agentic AI Loop for Engineering Design2603.24768v2 · Zeda Xu, Nikolas Martelaro, Christopher McComb2026 · 0 citationsarXiv
Evaluating Few-Shot Temporal Reasoning of LLMs for Human Activity Prediction in Smart Environments2602.11176v1 · Maral Doctorarastoo, Katherine A. Flanigan, Mario Berg'es et al.2026 · 0 citationsarXiv
Ceci N'est Pas un Drone: Investigating the Impact of Design Representation on Design Decision Making When Using GenAI2511.03131v2 · Zeda Xu, Nikolas Martelaro, Christopher McComb2025 · 0 citationsarXiv
Comparative Evaluation of Neural Network Architectures for Generalizable Human Spatial Preference Prediction in Unseen Built Environments2510.10954v1 · Maral Doctorarastoo, Katherine A. Flanigan, Mario Berg'es et al.2025 · 1 citationSTRUCTURAL HEALTH MONITORING 2025
Smooth Like Butter: Evaluating Multi-lattice Transitions in Property-Augmented Latent Spaces.40151676 · Baldwin, Martha, Meisel, Nicholas A, McComb, Christopher2026 · 3 citations3D printing and additive manufacturing. 2025;12(1):23-35
Adaptive Learning of Design Strategies over Non-Hierarchical Multi-Fidelity Models via Policy Alignment2411.10841v1 · Akash Agrawal, Christopher McComb2024 · 0 citationsarXiv
GARCH-Informed Neural Networks for Volatility Prediction in Financial Markets2410.00288v1 · Zeda Xu, John Liechty, Sebastian Benthall et al.2024 · 10 citationsarXiv
Smoothing the Rough Edges: Evaluating Automatically Generated Multi-Lattice Transitions.39360133 · Baldwin, Martha, Meisel, Nicholas A, McComb, Christopher2025 · 7 citations3D printing and additive manufacturing. 2024;11(4):e1555-e1566
MSEval: A Dataset for Material Selection in Conceptual Design to Evaluate Algorithmic Models2407.09719v1 · Yash Patawari Jain, Daniele Grandi, Allin Groom et al.2024 · 4 citationsarXiv
Enforcing the Principle of Locality for Physical Simulations with Neural Operators2405.01319v2 · Jiangce Chen, Wenzhuo Xu, Zeda Xu et al.2024 · 3 citationsarXiv
Exploring the Capabilities of Large Language Models for Generating Diverse Design Solutions2405.02345v1 · Kevin Ma, Daniele Grandi, Christopher McComb et al.2024 · 5 citationsarXiv
Evaluating Large Language Models for Material Selection2405.03695v1 · Daniele Grandi, Yash Patawari Jain, Allin Groom et al.2024 · 24 citationsarXiv
Capturing Local Temperature Evolution during Additive Manufacturing through Fourier Neural Operators2307.01804v1 · Jiangce Chen, Wenzhuo Xu, Martha Baldwin et al.2023 · 10 citationsarXiv
Conceptual Design Generation Using Large Language Models2306.01779v1 · Kevin Ma, Daniele Grandi, Christopher McComb et al.2023 · 52 citationsarXiv
Learning to design without prior data: Discovering generalizable design strategies using deep learning and tree search2211.15068v1 · Ayush Raina, Jonathan Cagan, Christopher McComb2022 · 13 citationsarXiv
The Relationship Between Performance and Trust in AI in E-Finance.35800065 · Maier, Torsten, Menold, Jessica, McComb, Christopher2022 · 32 citationsFrontiers in artificial intelligence. 2022;5:891529
Data on the Human Versus artificial intelligence process management experiment.35242909 · Soria Zurita, Nicolas F, Gyory, Joshua T, Balon, Corey et al.2024 · 5 citationsData in brief. 2022;41:107917
Using workplace thriving theory to investigate first-year engineering students' abilities to thrive during the transition to online learning due to COVID-19.37745165 · Krishnakumar, Sandeep, Maier, Torsten, Berdanier, Catherine et al.2024 · 24 citationsJournal of engineering education. 2022;111(2):474-493
Goal-Directed Design Agents: Integrating Visual Imitation with One-Step Lookahead Optimization for Generative Design2110.03223v1 · Ayush Raina, Lucas Puentes, Jonathan Cagan et al.2021 · 19 citationsJ. Mech. Des. Dec 2021, 143(12): 124501 (6 pages)
Data on the design and operation of drones by both individuals and teams.33855142 · Zhang, Guanglu, Soria Zurita, Nicolas F, Stump, Gary et al.2021 · 12 citationsData in brief. 2021;36:107008
Image-based data on strain fields of microstructures with porosity defects.33354606 · Khanolkar, Pranav, Basu, Saurabh, McComb, Christopher2024 · 1 citationData in brief. 2021;34:106627
Image collection of 3D-printed prototypes and non-3D-printed prototypes.31886326 · Li, Matthew, Mahajan, Ninad, Menold, Jessica et al.2020 · 0 citationsData in brief. 2019;27:104691
Learning to design from humans: Imitating human designers through deep learning1907.11813v2 · Ayush Raina, Christopher McComb, Jonathan Cagan2019 · 89 citationsJ. Mech. Des, ASME, November 2019
Data on the design of truss structures by teams of engineering students.29896506 · McComb, Christopher, Cagan, Jonathan, Kotovsky, Kenneth2020 · 9 citationsData in brief. 2018;18:160-163
Data on the configuration design of internet-connected home cooling systems by engineering students.28948199 · McComb, Christopher, Cagan, Jonathan, Kotovsky, Kenneth2020 · 6 citationsData in brief. 2017;14:773-776
Career total: 268 works. 25 are in this corpus.
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