Silvina Ponce Dawson

The paper analyzes how gene expression can identify and assess extracellular stimuli encoded in transcription factor nuclear concentration amplitude, duration, or frequency, finding frequency modulation is most selective for stimulus identification.

The paper introduces a nonlinear differential equation model for brain dynamics using van der Pol oscillators and improves LSTM performance through model-specific data augmentation.