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

1 citations · 1 across the 7 of their papers we have counts for

collaborators

7 papers

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…

physics.app-ph2025

Lessons from Chalcopyrites for Scaling Thin Film Perovskite Photovoltaic Technology

Mirjana Dimitrievska, Edgardo Saucedo, Stefaan De Wolf +2

The growing demand for photovoltaic (PV) technologies that are lightweight, flexible, and seamlessly integrated into diverse applications has propelled interest in thin-film solar…

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…