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Topic: phase coding

ePoster
1 ePoster

In Applied Mathematics and Artificial Intelligence

ePoster · Computational Neuroscience

Phase remembers: trained RNNs develop phase-locked limit cycles in a working memory task

Matthijs Pals, Jakob Macke, Omri Barak · COSYNE 2023

Sun, Mar 12, 2023

Neural oscillations are ubiquitously observed in many brain areas. One proposed functional role of these oscillations is that they serve as an internal clock, or ‘frame of reference’ relative to which information can be encoded. In line with this hypothesis, there have been many empirical observations of this phase code in the brain. What are the latent dynamics and circuits that support phase coding with neural oscillations? Here, we propose a new computational hypothesis which is derived from analyzing trained recurrent neural networks (RNNs). We train RNNs on a working memory task, while al