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cs.LG2026
Multi-Label Phase Diagram Prediction in Complex Alloys via Physics-Informed Graph Attention Networks
Eunjeong Park, Amrita Basak
Accurate phase equilibria are foundational to alloy design because they encode the underlying thermodynamics governing stability, transformations, and processing windows. However,…
cs.LG2025
Enhanced geometry prediction in laser directed energy deposition using meta-learning
Abdul Malik Al Mardhouf Al Saadi, Amrita Basak
Accurate bead geometry prediction in laser-directed energy deposition (L-DED) is often hindered by the scarcity and heterogeneity of experimental datasets collected under different…