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Author

M. Tyrrell

2 papers indexed here

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Preprint Jul 2026

Certifying Residual Architectures from Their Primitives: A Sharp Stability Threshold

The results provide a way to assess the trade-off between stability and representational flexibility directly from block primitives, before training, and improve out-of-distribution generalization in operator learning and accuracy in time-series forecasting.

Hyemin Gu, M. Tyrrell, T. Sahai et al. · 0 citations

ISOMORPH: A Supply Chain Digital Twin for Simulation, Dataset Generation, and Forecasting Benchmarks

This work introduces ISOMORPH, the first public digital twin of a multi-echelon logistics network with interpretable, user-configurable parameters and modular topology, demand, and control rules, and introduces forecasting regimes that differ from standard real-world TSF benchmarks.

Zhizhen Zhang, Hyemin Gu, Benjamin J. Zhang et al. · 0 citations

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