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cond-mat.mtrl-sci2025
Attention to Order: Transformers Discover Phase Transitions via Learnability
Şener Özönder
Phase transitions mark qualitative reorganizations of collective behavior, yet identifying their boundaries remains challenging whenever analytic solutions are absent and conventio…
cs.LG2025
Machine Learning-Based Manufacturing Cost Prediction from 2D Engineering Drawings via Geometric Features
Ahmet Bilal Arıkan, Şener Özönder, Mustafa Taha Koçyiğit +5
We present an integrated machine learning framework that transforms how manufacturing cost is estimated from 2D engineering drawings. Unlike traditional quotation workflows that re…