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Linkstream Linkstream @linkstream · 169 subscribers
Post #759 276
https://arxiv.org/abs/2308.16898
Transformers as Support Vector Machines
TLDR ~ transformer layers are SVMs w/gradient-trainable global convergence, when a) overparameterized b) have nonlinear heads

my remark: this explains
1) why huge models are important (so the gradient is high-dimensional enough to be monotonic)
2) why attention (aka connections, aka indirections) is trainable at all;
and says nothing about why they might generalize the dataset
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