On-device research index

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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3 results for “nanoparticle”

Inverse design of multilayer nanoparticles using artificial neural networks and genetic algorithmeess.SP

New method designs multilayer nanoparticles using AI.

problem Difficult to design multilayer nanoparticles by trial and error.

method Combines genetic algorithm and neural network for inverse design.

result Successfully designs multilayer nanoparticles efficiently.

multilayer nanoparticles inverse design genetic algorithm neural network light scattering

2020-03-16abs ↗pdf ↗

Conditional Normalizing Flow Surrogate for Monte Carlo Prediction of Radiative Properties in Nanoparticle-Embedded Layersstat.ML

New model predicts radiative properties of nanoparticle layers with high accuracy and uncertainty.

problem Predicting radiative properties of nanoparticle embedded layers accurately and with uncertainty.

method Conditional normalizing flows learn conditional distributions of optical outputs given input parameters.

result The model achieves high predictive accuracy and reliable uncertainty estimates.

nanoparticle radiative transfer surrogate model conditional normalizing flows Monte Carlo

2025-08-27abs ↗pdf ↗

Optimizing Training Trajectories in Variational Autoencoders via Latent Bayesian Optimization Approachcs.LG

Optimizes VAE hyperparameters for efficient training and manifold discovery.

problem Efficiently optimizing hyperparameters in VAEs for complex data.

method Latent Bayesian Optimization (zBO) for hyperparameter trajectory optimization.

result Demonstrated improved performance in finding joint rotationally invariant representations.

Variational Autoencoder Hyperparameter Optimization Bayesian Optimization Rotationally Invariant Representations MNIST

2022-06-30abs ↗pdf ↗