adaptive materials 1dissipative structures 1structural memory 1surface patterning 1thermoconvective instability 1ultrafast lasers 1
From the 1 of 3 linked papers with an AI index.
3 papers
physics.optics2026
Photonic Learning in Ultrafast Laser-Induced Complexity
Fayad Ali Banna, Eduardo Brandao, Anthony Nakhoul +3
The paper investigates how ultrafast laser pulses create nanoscale surface patterns that act as a structural memory, enabling the material to adapt its morphology and optical respo…
cs.LG2025
Unrolled-SINDy: A Stable Explicit Method for Non linear PDE Discovery from Sparsely Sampled Data
Fayad Ali Banna, Antoine Caradot, Eduardo Brandao +3
Identifying from observation data the governing differential equations of a physical dynamics is a key challenge in machine learning. Although approaches based on SINDy have shown…
cs.CV2025
Uncertainty-Aware Concept Bottleneck Models with Enhanced Interpretability
Haifei Zhang, Patrick Barry, Eduardo Brandao
In the context of image classification, Concept Bottleneck Models (CBMs) first embed images into a set of human-understandable concepts, followed by an intrinsically interpretable…