most citedMachine Learning-Guided Discovery of Temperature-Induced Solid-Solid Phase Transitions in Inorganic Materials

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cond-mat.mtrl-sci2025

Defect-Limited Efficiency of Pnictogen Chalcohalide Solar Cells

Cibrán López, Seán R. Kavanagh, Pol Benítez +4

Pnictogen chalcohalides (MChX) have recently emerged as promising nontoxic and environmentally friendly photovoltaic absorbers, combining strong light absorption coefficients with…

cond-mat.mtrl-sci2025

Why Physics Still Matters: Improving Machine Learning Prediction of Material Properties with Phonon-Informed Datasets

Pol Benítez, Cibrán López, Edgardo Saucedo +2

Machine learning (ML) methods have become powerful tools for predicting material properties with near first-principles accuracy and vastly reduced computational cost. However, the…

cond-mat.mtrl-sci2025

Band-Gap Tunability in Anharmonic Perovskite-like Semiconductors Driven by Polar Electron-Phonon Coupling

Pol Benítez, Ruoshi Jiang, Siyu Chen +5

The ability to finely tune optoelectronic properties in semiconductors is crucial for the development of advanced technologies, ranging from photodetectors to photovoltaics. In thi…

cond-mat.mtrl-sci20251 cited

Machine Learning-Guided Discovery of Temperature-Induced Solid-Solid Phase Transitions in Inorganic Materials

Cibrán López, Joshua Ojih, Ming Hu +3

Predicting solid-solid phase transitions remains a long-standing challenge in materials science. Solid-solid transformations underpin a wide range of functional properties critical…

cond-mat.mtrl-sci2025

Chalcogen Vacancies Rule Charge Recombination in Pnictogen Chalcohalide Solar-Cell Absorbers

Cibrán López, Seán R. Kavanagh, Pol Benítez +4

Pnictogen chalcohalides (MChX, M = Bi, Sb; Ch = S, Se; X = I, Br) represent an emerging class of nontoxic photovoltaic absorbers, valued for their favorable synthesis conditions an…

cond-mat.mtrl-sci2024

Giant Electron-Phonon Coupling Induced Band-Gap Renormalization in Anharmonic Silver Chalcohalide Antiperovskites

Pol Benítez, Siyu Chen, Ruoshi Jiang +6

Silver chalcohalide antiperovskites (CAP), AgXY (X = S, Se; Y = Br, I), are a family of highly anharmonic inorganic compounds with great potential for energy applications. Ho…