notes-science-neuro-placeCells

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jayajay 12 hours ago

parent flag favorite on: The Purpose of Sleep? To Forget, Scientists Say

There is evidence to suggest that sleep and rest are important in verifying which memories to keep, as well. I did some undergraduate research (as a biophysics student) which actually looks at this from a neuroscience perspective. If you are interested in memory and neural networks, read about SPWs, from some scientists in the field:

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2039924/

http://neuralcircuits.uwm.edu/sharp-wave-ripples/

In summary, the hippocampus will organize neurons into clumps which encode spatial dimension. As a rat runs around throughout a track, certain groups of neurons fire[1] depending on where the rat is located. Before the task even starts, hippocampal neurons in a rat actually fire in quick succession (e.g. ABCDEFG). When the task is completed, the same pattern fires in the reverse order (e.g. GFEDCBA). Scientists believe that these SPWs play an important role in memory consolidation.

I have always thought of this as "the rat is thinking about where it's going to run to". So I started learning machine learning and landed on things like RBMs. I was so excited because RBMs are reminiscent of this actual phenomenon that occurs in the brain. So, I asked Hinton about it because this is no mere coincidence, and he told me that he had a theory that required reverse order firing during sleep state.

If you get a ton of new memories and patterns during wake, sleep may be responsible for not only pruning less important memories, but strengthening more important memories. For example, sleep might be asking the brain for a ranked list of memories, and then strengthens the memories above some threshold, and prunes the rest (just an idea).

[1] Synchronized firing, see Kuramoto coupled differential equations: https://en.wikipedia.org/wiki/Kuramoto_model " -- https://news.ycombinator.com/item?id=13562873

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2039924/

" mratzloff 5 hours ago [-]

Remember that sleep evolved very early on. Arthropods (insects, arachnids, crustaceans, etc.) sleep. Worms experience a sleep-like state. It's even been shown that cyanobacteria experience circadian rhythms.

Fruit flies whose sleep patterns were disrupted were slower to learn new things and faster to forget the things they learned. I'm not sure there is a single purpose for sleep, but memory is certainly a critical factor.

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