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A methodological proof-of-concept demonstrating an attention regularization framework on synthetic benchmarks and one experimental materials dataset, without independent validation, performance comparison to established methods, or peer review.
This is a proof-of-concept demonstration of a new instrumental workflow on a single material system, without validation across materials or comparison to conventional approaches.