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Multi-modal Machine Learning in Engineering Design: A Review and Future Directions
Journal of Computing and Information Science in Engineering (JCISE), 2023
14 February 2023
Binyang Song
Ruilin Zhou
Faez Ahmed
AI4CE
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Papers citing
"Multi-modal Machine Learning in Engineering Design: A Review and Future Directions"
21 / 21 papers shown
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DeepWheel: Generating a 3D Synthetic Wheel Dataset for Design and Performance Evaluation
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Engineering Artificial Intelligence: Framework, Challenges, and Future Direction
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RoboDesign1M: A Large-scale Dataset for Robot Design Understanding
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Baoru Huang
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Unsupervised Multimodal Fusion of In-process Sensor Data for Advanced Manufacturing Process Monitoring
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A Survey on Integrated Sensing, Communication, and Computation
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Dingzhu Wen
Yong Zhou
Xiaoyang Li
Yuanming Shi
Kaibin Huang
Khaled B. Letaief
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15 Aug 2024
CAD-Prompted Generative Models: A Pathway to Feasible and Novel Engineering Designs
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Jude Rayan
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DesignQA: A Multimodal Benchmark for Evaluating Large Language Models' Understanding of Engineering Documentation
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Ryan Tomich
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11 Apr 2024
Generative AI and Process Systems Engineering: The Next Frontier
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BIKED++: A Multimodal Dataset of 1.4 Million Bicycle Image and Parametric CAD Designs
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NITO: Neural Implicit Fields for Resolution-free Topology Optimization
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Giorgio Giannone
Lyle Regenwetter
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A Survey on Image-text Multimodal Models
Ruifeng Guo
Jingxuan Wei
Linzhuang Sun
Khai-Nguyen Nguyen
Guiyong Chang
Dawei Liu
Sibo Zhang
Zhengbing Yao
Mingjun Xu
Liping Bu
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23 Sep 2023
Opportunities for Large Language Models and Discourse in Engineering Design
Energy and AI (EA), 2023
Jan Göpfert
J. Weinand
Patrick Kuckertz
D. Stolten
AI4CE
239
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15 Jun 2023
Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation
Neural Information Processing Systems (NeurIPS), 2023
Giorgio Giannone
Akash Srivastava
Ole Winther
Faez Ahmed
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237
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29 May 2023
Multi-modal Machine Learning for Vehicle Rating Predictions Using Image, Text, and Parametric Data
Conference on Computability in Europe (CiE), 2023
Hanqi Su
Binyang Song
Faez Ahmed
330
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24 May 2023
MCD: A Model-Agnostic Counterfactual Search Method For Multi-modal Design Modifications
Lyle Regenwetter
Yazan Abu Obaideh
Faez Ahmed
350
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Toward Artificial Empathy for Human-Centered Design: A Framework
Design Automation Conference (DAC), 2023
Qihao Zhu
Jianxi Luo
259
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19 Mar 2023
Diffusing the Optimal Topology: A Generative Optimization Approach
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Giorgio Giannone
Faez Ahmed
DiffM
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203
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17 Mar 2023
DF-GAN: A Simple and Effective Baseline for Text-to-Image Synthesis
Ming Tao
Hao Tang
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On the Relationship between Self-Attention and Convolutional Layers
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Jean-Baptiste Cordonnier
Andreas Loukas
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08 Nov 2019
1
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