Modeling Ligand Diffusion and Biological Capacity | llllllllk

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The bio-LSTM hybrid approach significantly improved our understanding of signaling pathways. Highly recommend for advanced biological research.

Their automated SBML generation streamlined our workflow, enhancing efficiency in CRISPR design optimization. A game changer for our lab!

Biological Signaling

Modeling ligand diffusion through stochastic processes for biological insights.

A close-up view of a digital medical monitor displaying vital signs including a green electrocardiogram (ECG) line, a yellow respiratory rate line, and numerical values with a red background indicating a concerning level.

A close-up view of a digital medical monitor displaying vital signs including a green electrocardiogram (ECG) line, a yellow respiratory rate line, and numerical values with a red background indicating a concerning level.

Bio-LSTM Models

Integrating timing and biophysical neurons for enhanced plausibility.

A highly detailed, microscopic image of a cell covered with spiral-like structures and small round particles. The cell appears organic, with a rich texture and a complex surface arrangement.

A highly detailed, microscopic image of a cell covered with spiral-like structures and small round particles. The cell appears organic, with a rich texture and a complex surface arrangement.

A 3D illustration of interconnected white spheres resembling molecular structures set against a soft, blurred backdrop. The spheres are depicted in various sizes, connected by straight rods, creating an impression of a complex network or chemical compound.

A 3D illustration of interconnected white spheres resembling molecular structures set against a soft, blurred backdrop. The spheres are depicted in various sizes, connected by straight rods, creating an impression of a complex network or chemical compound.

A person wearing safety glasses and gloves operates a scientific instrument, possibly in a laboratory setting. They hold a small vial near a device labeled 'Applied Nanofluorescence' while a computer monitor shows data graphs and charts in the background.

A person wearing safety glasses and gloves operates a scientific instrument, possibly in a laboratory setting. They hold a small vial near a device labeled 'Applied Nanofluorescence' while a computer monitor shows data graphs and charts in the background.

Pathology-Aware Loss

Protecting apoptosis pathways through innovative loss function design.