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Main Authors: Jing, Xin, Wei, Na, Yang, Xue, Luo, Jungang
Format: Recurso digital
Language:English
Published: Zenodo 2026
Subjects:
Online Access:https://doi.org/10.5281/zenodo.20389201
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author Jing, Xin
Wei, Na
Yang, Xue
Luo, Jungang
author_facet Jing, Xin
Wei, Na
Yang, Xue
Luo, Jungang
contents <p>This archive contains the source code used to evaluate the reliability of learned basin attribute-parameter relationships in differentiable HBV parameter learning. The workflow compares deterministic, Monte Carlo dropout, and distributional parameter-learning formulations across CAMELS-US basins, loss functions, and random seeds. It includes scripts for processing learned parameters, computing streamflow and relationship-reliability diagnostics, analyzing environmental gradients, and generating figures and tables used in the manuscript. The code is archived to support reproducibility of the submitted HESS manuscript.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_20389201
institution Zenodo
language eng
publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle Code for evaluating learned basin attribute-parameter relationship reliability in differentiable HBV parameter learning
Jing, Xin
Wei, Na
Yang, Xue
Luo, Jungang
Differentiable hydrologic modeling
Parameter regionalization
Relationship reliability
<p>This archive contains the source code used to evaluate the reliability of learned basin attribute-parameter relationships in differentiable HBV parameter learning. The workflow compares deterministic, Monte Carlo dropout, and distributional parameter-learning formulations across CAMELS-US basins, loss functions, and random seeds. It includes scripts for processing learned parameters, computing streamflow and relationship-reliability diagnostics, analyzing environmental gradients, and generating figures and tables used in the manuscript. The code is archived to support reproducibility of the submitted HESS manuscript.</p>
title Code for evaluating learned basin attribute-parameter relationship reliability in differentiable HBV parameter learning
topic Differentiable hydrologic modeling
Parameter regionalization
Relationship reliability
url https://doi.org/10.5281/zenodo.20389201