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astro-ph.IM2025★ 2 cited
Interpreting deep learning-based stellar mass estimation via causal analysis and mutual information decomposition
Wei Zhang, Qiufan Lin, Yuan-Sen Ting +4
End-to-end deep learning models fed with multi-band galaxy images are powerful data-driven tools used to estimate galaxy physical properties in the absence of spectroscopy. However…
astro-ph.IM2025★ 2 cited
Investigation on deep learning-based galaxy image translation models
Hengxin Ruan, Qiufan Lin, Shupei Chen +2
Galaxy image translation is an important application in galaxy physics and cosmology. With deep learning-based generative models, image translation has been performed for image gen…