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Y. Banad

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#artificial intelligence Preprint Oct 2026

From Probabilities to Decisions: Search and Multi-Teacher Distillation with Jev

Probability-only models, which TypeSafe calls System One models, return calibrated probabilities for fixed choices in milliseconds and generate no text. We study one such model, Jev, through two tasks that require decisions under tight constraints. In bullet chess, a bot that places Jev's judgment inside Stockfish sear...

Mohamad Yazan Sadoun, S. Sharif, Y. Banad · 0 citations
#machine learning Preprint Oct 2025

Synthesizability Prediction of Crystalline Structures with Structure-Aware Feature Learning and Uncertainty Quantification

SyntheFormer is a positive-unlabeled framework that learns synthesizability directly from crystal structure, combining Fourier-transformed crystal properties (FTCP) representation with structure-aware feature extraction, Random-Forest feature selection, and a compact deep MLP classifier, demonstrating that stability al...

Danial Ebrahimzadeh, S. Sharif, Y. Banad · 0 citations
Preprint Aug 2026

Machine Learning Framework for Magnetic Candidate Discovery in Cerium-Based Compounds

This framework integrates structural screening, statistical-mechanical simulation, and machine learning to accelerate the identification of promising Ce-based magnetic materials and provide candidates for experimental synthesis and validation.

J. A. Torres, Y. Banad, Benjamin O. Tayo et al. · 0 citations

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