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Amplitude and Frequency encodings give cells a different lens to sense the environment
In this Letter we show how the different way in which amplitude and frequency encoding map environmental changes impact on the cell's information transmission capabilities.
Cell information processing via frequency encoding and excitability
The mean frequency of IP$_3$R-mediated Ca$^{2+}$ pulses has been observed to scale exponentially with the stimulus strength in many cell types.
Effective Latent Differential Equation Models via Attention and Multiple Shooting
Scientific Machine Learning (SciML) is a burgeoning field that synergistically combines domain-aware and interpretable models with agnostic machine learning techniques.
Learning Nonlinear Brain Dynamics: van der Pol Meets LSTM
Many real-world data sets, especially in biology, are produced by complex nonlinear dynamical systems.
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