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AdaPipe: Adaptive Pipelines for Smart Manufacturing
THE CHALLENGE
In modern industrial cyber-physical systems, the challenge lies in efficiently selecting the right data-processing pipelines to handle ever-changing manufacturing conditions, diverse datasets, and time-sensitive demands. As manufacturers increasingly rely on real-time analytics for monitoring, prediction, and control, the sheer number...
Published: 7/15/2025
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Updated: 7/9/2025
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Inventor(s): Ran Jin, Chen Xiaoyu
Keywords(s):
Category(s): Technology Classifications > Software
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World of AI: Exploring Methods via Latent Neural Mapping
THE CHALLENGE
Selecting the right machine learning pipeline for a new dataset is a major bottleneck for businesses seeking to deploy AI solutions quickly and cost-effectively. With countless combinations of preprocessing steps, feature transformations, and algorithms, teams often rely on trial-and-error or expensive AutoML tools that demand significant...
Published: 10/20/2025
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Updated: 7/3/2025
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Inventor(s): Ran Jin, Parshin Shajoee, Xiaoyu Chen
Keywords(s):
Category(s): Technology Classifications > Software
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LORI: Local Low-Rank Imputation for Context-Aware AI
THE CHALLENGE
Leveraging Artificial Intelligence (AI) for data-driven decision-making faces a major challenge in automatically configuring and optimizing complex AI pipelines across different use cases. As organizations deal with diverse datasets and fast-changing requirements, selecting the right combination of processing steps becomes increasingly...
Published: 10/17/2025
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Updated: 4/16/2025
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Inventor(s): Ran Jin, Chen Xiaoyu
Keywords(s):
Category(s): Technology Classifications > Software
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Attention-on-Attention for Human-Guided AI
THE CHALLENGE
A major challenge facing industries like advanced manufacturing and quality inspection is the gap between human expertise in visual search and the limited capabilities of current AI systems. While skilled inspectors can dynamically scan, interpret, and integrate subtle visual cues over time, most existing automated solutions rely on static...
Published: 10/17/2025
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Updated: 4/16/2025
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Inventor(s): Ran Jin, Chen Xiaoyu
Keywords(s):
Category(s): Technology Classifications > Communication, Technology Classifications > Software
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PRIME: Real-Time Personalized Visualization Recommendations
THE CHALLENGE
Problem lies in creating intelligent user interfaces and visualization systems that can adapt in real time to the unique needs of different users, their specific tasks, and cognitive status. This means moving beyond one-size-fits-all designs that often fail to deliver value for diverse audiences, whether they are expert analysts or casual...
Published: 3/26/2026
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Updated: 10/27/2023
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Inventor(s): Ran Jin, Chen Xiaoyu, Nathan Lau
Keywords(s):
Category(s): Technology Classifications > Software, Technology Classifications > Communication
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