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20242026
most citedMACE-POLAR-1: A Polarisable Electrostatic Foundation Model for Molecular Chemistry

6 citations · 7 across the 6 of their papers we have counts for

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cond-mat.mtrl-sci2026

Practical and accurate density functionals for transition-metal heterogeneous catalysis

Benjamin X. Shi, Timothy C. Berkelbach

Density functional theory (DFT) underpins modern atomistic simulations of transition-metal surfaces. It can predict key properties linked to catalytic performance, such as adsorpti…

cond-mat.mtrl-sci2026

Efficient first-principles modeling of complex molecular crystals at sub-chemical accuracy

Benjamin X. Shi, Kristina M. Herman, Flaviano Della Pia +5

Molecules can form myriad crystalline polymorphs, each with distinct properties affecting their performance across diverse applications, from pharmaceuticals to functional material…

cond-mat.mtrl-sci2024

Nuclear quantum effects induce superionic proton transport in nanoconfined water

Pavan Ravindra, Xavier R. Advincula, Benjamin X. Shi +3

Recent work has suggested that nanoconfined water may exhibit superionic proton transport at lower temperatures and pressures than bulk water. Using first-principles-level simulati…

cond-mat.mtrl-sci2024

Cooperative CO capture via oxalate formation on metal-decorated graphene

Inioluwa Christianah Popoola, Benjamin Xu Shi, Fabian Berger +5

CO capture using carbon-based materials, particularly graphene and graphene-like materials, is a promising strategy to deal with CO emissions. However, significant gaps rem…

cond-mat.mtrl-sci2024

Data-efficient fine-tuning of foundational models for first-principles quality sublimation enthalpies

Harveen Kaur, Flaviano Della Pia, Ilyes Batatia +6

Calculating sublimation enthalpies of molecular crystal polymorphs is relevant to a wide range of technological applications. However, predicting these quantities at first-principl…

cond-mat.mtrl-sci2024

Going for Gold(-Standard): Attaining Coupled Cluster Accuracy in Oxide-Supported Nanoclusters

Benjamin X. Shi, David J. Wales, Angelos Michaelides +1

The structure of oxide-supported metal nanoclusters plays an essential role in their sharply enhanced catalytic activity over bulk metals. Simulations provide the atomic-scale reso…