Deep Scientific Reasoning under Physical Constraints: Structure-Aware Spectrum Prediction

DeepSciReasoner is a new framework for predicting scientific spectra that respects hard physical constraints such as conservation laws and spectral geometry. By combining structure‑aware decoding with constraint‑preserving reasoning, it can accurately predict electronic density of states, phonon density of states, XANES, and Raman spectra while maintaining physical consistency. The authors demonstrate substantial improvements in prediction accuracy across these diverse spectral types.

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