A physics-flavored CNN-transformer automatically fits stretched-exponential parameters to engineered skeletal muscle contraction curves, using synthetic pre-training and unsupervised real-data alignment.
Stretched Exponential Relaxation
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abstract
This short report details the mathematical properties of the stretched exponential function and some of its applications in materials science. G(tau) distributions for different values of the stretching parameter beta are provided.
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cs.LG 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
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A Physics-Flavored Transformer Network for Parametrizing Contraction Dynamics of Engineered Skeletal Muscle Tissues
A physics-flavored CNN-transformer automatically fits stretched-exponential parameters to engineered skeletal muscle contraction curves, using synthetic pre-training and unsupervised real-data alignment.