A stability evaluation framework probes parametric projections with Gaussian perturbations around anchor points to quantify mean displacement, bias, nearest-anchor error, and visualize local deformations on MNIST and Fashion-MNIST.
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Uniform analysis of 25 events shows SNe Ibn, SNe Icn, and FBOTs overlap in peak luminosity, rise/decline times, colors, and fitted CSM/ejecta parameters, supporting a shared dense-CSM interaction framework for most but not the most extreme FBOTs.
citing papers explorer
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Local Neighborhood Instability in Parametric Projections: Quantitative and Visual Analysis
A stability evaluation framework probes parametric projections with Gaussian perturbations around anchor points to quantify mean displacement, bias, nearest-anchor error, and visualize local deformations on MNIST and Fashion-MNIST.
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Mapping the Dense Circumstellar Environments of SNe Ibn, SNe Icn, and Fast Blue Optical Transients
Uniform analysis of 25 events shows SNe Ibn, SNe Icn, and FBOTs overlap in peak luminosity, rise/decline times, colors, and fitted CSM/ejecta parameters, supporting a shared dense-CSM interaction framework for most but not the most extreme FBOTs.