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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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2 results for “Photoswitches”

Data-Driven Discovery of Molecular Photoswitches with Multioutput Gaussian Processesphysics.chem-ph

Data-driven approach discovers molecular photoswitches with separated electronic absorption bands.

problem Engineering photoswitchable molecules with specific electronic absorption bands remains challenging.

method Data-driven discovery pipeline using Gaussian processes for multitask learning.

result Multioutput Gaussian process (MOGP) trained on four photoswitch transition wavelengths outperforms single-task models and TD-DFT.

Photoswitches Gaussian processes Electronic absorption Molecular design Multitask learning

2020-06-28abs ↗pdf ↗

Applications of Gaussian Processes at Extreme Lengthscales: From Molecules to Black Holesstat.ML

Gaussian processes model sparse data in astrophysics and chemistry.

problem Scarcity of data in high-energy astrophysics and synthetic chemistry.

method Gaussian processes for uncertainty-aware predictions and inferences.

result GPs enable predictions and model latent emission from black holes and molecules.

Gaussian processes Bayesian optimization black hole accretion molecular modeling material discovery

2023-03-24abs ↗pdf ↗