Author

Sean Wu

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#machine learning Preprint Oct 2026

The AI Theorist reveals excitonic structure in $\alpha$-RuCl$_3$

This work introduces AI Theorist, a system of artificial intelligence agents for autonomous discovery of physical models through hypothesis generation, first-principles calculations and evidence-driven refinement, and establishes a route to autonomous theoretical discovery in materials science.

Hong-Jian Zhou, Xian-Fan Nie, Sean Wu et al. · 0 citations

Preprint Jul 2026

When Uncertainty Isn't Enough: An Empirical Study of Self-Correction in Code Generation

It is suggested that cheap uncertainty estimators are insufficient on their own to improve code correctness, and that their practical value lies in serving as gating signals for costlier execution-based correction loops rather than as standalone substitutes for verification.

Pranav Rakasi, Maanas Lalwani, A. Srivastava et al. · 0 citations