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Author

Shirley Ho

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#machine learning Preprint Oct 2026

AI Mindmeld: A Latent Interconnect Protocol

This work calls on specialist developers to provide consistent representation interfaces and, especially, on LLM developers to train models to receive, combine and reason with these inputs, which could expand scientific agents' information while preserving conventional tools'flexibility.

Siavash Golkar, Jake Kovalic, Shirley Ho · 0 citations
#machine learning Preprint Oct 2026

Cross-Domain Pretraining for Steady-State Neural CFD Surrogates

This work finds that cross-domain pretraining improves zero- and few-shot performance on held-out datasets relative to both training from scratch and transferring from domain-specific experts, and finds that simply pooling steady-state datasets is both sufficient and effective.

Anthony Zhou, A. Farimani, Shirley Ho et al. · 0 citations

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