“The paper argues for a shift in emphasis from asymptotic behavior to transient and input-driven dynamics as a primary lens for understanding, testing, and reverse-engineering biological networks.”

“The molecular design of panchromatic photovoltaic materials should move beyond molecular-level optimization toward synergistic tuning among molecules, semiconductors, and electrolytes or active-layer materials, thereby providing concrete conceptual guidance for achieving efficiency optimization rather than simple spectral maximization.”

“Carbon transport is dominated by facet-dependent surface diffusion, bounding sustainable supply on a 2.0 nm particle to ~44 carbon atoms per μs on the slow (10̄11) facet.”

“itePGDK outperformed these methods in these metrics. Particularly in short duration frames, itePGDK presents less bias and less artifacts in fast kinetics organs uptake compared with DeepKernel.”

“The charm production rate decreases monotonically across all medium formulations.”

“At steady state, human organ concentrations follow a robust cubic scaling with tissue lipid fraction, yielding blood-to-brain enrichment factors of order $10^{3}$--$10^{4}$.”

“Mapping the trajectory of the learnt Gaussians onto the image plane gives zero-shot tracking performance comparable to state-of-the-art.”

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“The article's focus is on using parallel droplet microreactors and machine learning.”

“The research focuses on the kinetics of Bose-Einstein condensation of magnons.”

“The research focuses on learning continuous State-of-Charge (SOC)-dependent thermal decomposition kinetics.”

“The article likely discusses the application of Mamba, a state-space model, to the prediction of chemical reaction rates, particularly focusing on 'stiff' kinetics.”