Author

D. Abueidda

2 papers indexed here

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Preprint Sep 2026

Stabilizing Autoregressive PDE Foundation Model Rollouts with Event-Triggered Context Healing

Autoregressive PDE foundation models enable fast full-field forecasting but accumulate errors as predicted states are recursively reused. We introduce Event-Triggered Context Healing (ETCH), which compares forecasts with measurements from 12 cylinder-surface pressure taps. When their discrepancy exceeds a threshold, pr...

Jaewan Park, J. Yoo, Kazuma Kobayashi et al. · 0 citations

#artificial intelligence May 2025

From Proxies to Fields: Spatiotemporal Reconstruction of Global Radiation from Sparse Sensor Sequences

Accurate reconstruction of latent environmental fields from sparse, indirect observations is a fundamental challenge across scientific domains, from atmospheric science and geophysics to public health and aerospace safety. Existing approaches typically rely on physics-based simulations or dense sensor networks; however...

Kazuma Kobayashi, Samrendra Roy, S. Koric et al. · arXiv.org · 7 citations