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Natalia Efremova

3 papers hereh-index 327 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author1
  • last author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.AI1
  • cs.LG1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

collaborators

3 papers

cs.AI2025

Towards deployment-centric multimodal AI beyond vision and language

Xianyuan Liu, Jiayang Zhang, Shuo Zhou +45

Multimodal artificial intelligence (AI) integrates diverse types of data via machine learning to improve understanding, prediction, and decision-making across disciplines such as h…

cs.LG2025

Data-Driven Soil Organic Carbon Sampling: Integrating Spectral Clustering with Conditioned Latin Hypercube Optimization

Weiying Zhao, Aleksei Unagaev, Natalia Efremova

Soil organic carbon (SOC) monitoring often relies on selecting representative field sampling locations based on environmental covariates. We propose a novel hybrid methodology that…

stat.ML2024

Tukey g-and-h neural network regression for non-Gaussian data

Arthur P. Guillaumin, Natalia Efremova

This paper addresses non-Gaussian regression with neural networks via the use of the Tukey g-and-h distribution.The Tukey g-and-h transform is a flexible parametric transform with…

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