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Neuroformer: A Transformer Framework for Multimodal Neural Data Analysis

Antonis Antoniades, Yiyi Yu, Spencer LaVere Smith · COSYNE 2023

…including neuronal activity, stimuli, movement, and behavior events. In analysis, it can be beneficial to avoid hypothesis-driven models and instead take a data-driven approach. For this, we need a general purpose framework to handle the diverse data, and identify relationships across space, time, and modalities in a computationally efficient manner. In this work, we introduce such a framework. Our model, called the Neuroformer, can simulate neuronal populations, and jointly process an arbitrary number of additional modalities

ePoster · Neuroscience

Human movement disorders and pharmacological studies have long suggested molecular dopamine modulates the pace of the internal clock. But how does the endogenous dopaminergic system influence the timing of our movements? We examined the relationship between dopaminergic signaling and the timing of reward-related, self-timed movements in mice. Animals were trained to initiate licking after a self-timed interval following a start cue; reward was delivered if the animal’s first lick fell within a rewarded window (3.3-7 s). The first-lick timing distributions exhibited the scalar property, and we

Wed, Feb 23, 2022 · 04:00 UTC

Seminar · Behavioral Neuroscience

Neural representation of pose and movement in parietal cortex and beyond

Jonathan Whitlock · Kavli Institute for Systems Neuroscience

…cortical representation of pose and movement in freely behaving rats. The lecture will introduce his group’s work on neural tuning to pose and movement parietal and motor areas, and will include more recent findings from primary visual, auditory and somatosensory areas

Wed, Mar 3, 2021 · 13:30 UTC

Seminar · Behavioral Neuroscience

Slowing down the body slows down time (perception)

Rose de Kock · University of California

…Previous studies have shown that movement biases temporal estimates, but have primarily considered self-modulated movement only. However, real-world encounters often include situations in which movement is restricted or perturbed by environmental factors. In the following experiments, we introduced viscous movement environments to externally modulate movement and investigated the resulting effects on temporal perception. In two separate tasks, participants timed auditory intervals while

Thu, Dec 17, 2020 · 04:30 UTC

Seminar · Cognition

Neural Population Perspectives on Learning and Motor Control

Aaron Batista · University of Pittsburgh

…of populations of neurons that cause movement, learning a new skill must involve reshaping those population activity patterns. Seeing how the brain does this has been elusive, but a brain-computer interface approach can yield new insight. We presented monkeys with novel BCI mappings that we knew would be difficult for them to learn how to control. Over several days, we observed the emergence of new patterns of neural activity that endowed the animals with the ability to perform better at the BCI task. We speculate that the

Fri, Oct 9, 2020 · 13:50 UTC

Seminar · Neuroscience