most citedFeature-Guided Sampling Strategy for Adaptive Model Order Reduction of Convection-Dominated Problems

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cs.LG2026

History-aware adaptive reduced-order models via incremental singular value decomposition

Amirpasha Hedayat, Ali Mohaghegh, Laura Balzano +2

Reduced-order models (ROMs) can accelerate high-dimensional dynamical simulations, but their accuracy often deteriorates when online dynamics leave the regime represented by offlin…