Author

A. Lozano-Durán

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Preprint Sep 2026

Ladder of information limits on prediction for reduced-order models

What can and cannot be predicted by a model when only limited information is available? We answer this question by constructing a ladder of information limits that organizes prediction tasks according to their information requirements: from memoryless and memory-augmented trajectory forecasts to event prediction, stati...

A. Lozano-Durán · 1 citation

#machine learning May 2026

AeroJEPA: Learning Semantic Latent Representations for Scalable 3D Aerodynamic Field Modeling

In this selective-decoding experiment, AeroJEPA substantially outperforms the evaluated direct-regression surrogates while avoiding predictions over the remainder of the aircraft, and shows how predictive representations can support aerodynamic analysis with or without full-field reconstruction.

Francisco Giral, A. Vishwasrao, Andrea Arroyo Ramo et al. · arXiv.org · 1 citation