Publications by authors named "Adam Gosztolai"

A major goal shared by neuroscience and collective behavior is to understand how dynamic interactions between individual elements give rise to behaviors in populations of neurons and animals, respectively. This goal has recently become within reach, thanks to techniques providing access to the connectivity and activity of neuronal ensembles as well as to behaviors among animal collectives. The next challenge using these datasets is to unravel network mechanisms generating population behaviors.

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Article Synopsis
  • Markerless 3D pose estimation is essential for studying the movements of lab animals, but current methods require multiple cameras and complicated setups that limit their use.
  • LiftPose3D is a new method that can create accurate 3D poses using data from just a single 2D camera, which simplifies the process significantly.
  • The framework has been demonstrated with various animals, including flies, mice, rats, and macaques, effectively tracking complex behaviors without needing extensive camera systems or calibration, even when parts of the animals are obstructed.
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Describing networks geometrically through low-dimensional latent metric spaces has helped design efficient learning algorithms, unveil network symmetries and study dynamical network processes. However, latent space embeddings are limited to specific classes of networks because incompatible metric spaces generally result in information loss. Here, we study arbitrary networks geometrically by defining a dynamic edge curvature measuring the similarity between pairs of dynamical network processes seeded at nearby nodes.

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Ammonium assimilation in Escherichia coli is regulated by two paralogous proteins (GlnB and GlnK), which orchestrate interactions with regulators of gene expression, transport proteins, and metabolic pathways. Yet how they conjointly modulate the activity of glutamine synthetase, the key enzyme for nitrogen assimilation, is poorly understood. We combine experiments and theory to study the dynamic roles of GlnB and GlnK during nitrogen starvation and upshift.

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