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Review Sep 2026

LLM-Aided Design for Manufacturing: A Multi-Agent System for Intent-Preserving Redesign of CAD for Improved Manufacturability

We introduce autonomous, intent-preserving Design for Manufacturing (DFM) redesign of CAD parts: given an engineer's CAD model, the method returns a variant that is easier to manufacture without losing its design intent. Generating such a redesign in a single shot is unreliable, since CAD fidelity degrades as parts gro...

Kojo Welbeck, Xiangyu Shi, Zahra Sadeghi et al. · 0 citations
#machine learning Preprint Oct 2026

Source-Learned Reliance for Selective Test-Time Adaptation of Multimodal Time Series

Multimodal wearable systems must remain reliable when sensor streams become noisy or unavailable. Existing multimodal test-time adaptation (TTA) methods often assess reliability online, but cross-modal agreement can be misleading when sensors measure different physical processes, and evaluating alternative modality con...

Payal Mohapatra, Yue-Yuan Sui, Hao Yang et al. · 0 citations

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