Colin Bredenberg
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colin-bredenberg.bsky.social
Colin Bredenberg
@colin-bredenberg.bsky.social
Postdoctoral researcher at the University of Montreal and Mila - Quebec AI Institute. Amateur writer.
9. We conclude our study by providing a variety of testable predictions that experimental neuroscientists could use to validate or invalidate our model.
October 8, 2024 at 3:06 PM
8. Furthermore, consistent with the Entropic Brain Theory (Carhart-Harris et al. 2014), we show that simulated psychedelic administration in our model produces increases in stimulus-conditioned neural variability.
October 8, 2024 at 3:06 PM
7. Next, we show that intermediate simulated psychedelic doses in our model cause large increases in synaptic plasticity at both apical and basal synapses, as seen in (Shao et al. 2021).
October 8, 2024 at 3:05 PM
6. We next explored how our model could explain existing neural data. First, we show that Wake-Sleep learning induces strongly correlated tuning between apical and basal dendritic compartments, as has been observed experimentally (Beaulieu-Laroche et al. 2019; O’Hare et al. 2024).
October 8, 2024 at 3:04 PM
5. Next, we point to experimental evidence that classical psychedelics may increase the influence of apical synapses on neural activity, while decreasing the influence of basal synapses. Simulating psychedelic doses this way in our models produces highly structured hallucinations.
October 8, 2024 at 3:03 PM
We map the Wake-Sleep algorithm onto cortical architecture by proposing top-down, predictive synapses onto apical dendrites of pyramidal neurons dominate activity during the generative Sleep phase, while bottom-up synapses onto basal dendrites dominate during waking activity.
October 8, 2024 at 3:01 PM