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critical-regime-analysis

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Shaswat-qm-researcher / Physics-Informed-Symbolic-Regression-for-Phonon-Related-Property-Prediction-and-Materials-Discovery

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An XAI framework that derives compact, interpretable analytical scaling relations for phonon-related material properties — enabling targeted materials screening with DFT-level validation.

deep-learning phonopy symbolic-regression principal-component-analysis explainable-ai dft-calculations parital-least-squares critical-regime-analysis
  • Updated Jul 20, 2026
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Shaswat-qm-researcher / pisr-phonon-genesis

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An XAI framework that derives compact, interpretable analytical scaling relations for phonon-related material properties — enabling targeted materials screening with DFT-level validation.

deep-learning material-design phonopy symbolic-regression principal-component-analysis partial-least-squares-regression explainable-ai dft-calculations thermal-transport debye-model critical-regime-analysis quantum-lattice-dynamics
  • Updated Oct 5, 2026
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