Proud to have this paper out today at Nature Human Behaviour @nathumbehav.nature.com ! Heroic, creative work by Zekun Sun (w/ Zhiran Xie and me).

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there's a U-shaped relationship between the rotational distance of a thing from a U and whether you call it a U-shaped relationship

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New preprint out (first from my new group!) 🚨 "Predictive Grid Cell Coding Does Not Require Explicit Planning" biorxiv.org/content/10.6... 1/

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Really exciting work from @annhuang42.bsky.social that was a lot of fun to be a part of! Recent work has revived the interest in finding “diverse solutions” - i.e. DNNs that perform similarly on the same task but do so with very different internal representations 1/3

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🧠 In RNNs trained on a memory task, HNC drives the networks to learn drastically different representations and dynamics. The canonical trained network stores memory as fixed points. During HNC, these fixed points split, multiply, or disappear, while the networks maintain 100% task accuracy (5/12)

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