Author

Skanda Athreya

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#machine learning Preprint Sep 2026

One-Layer Transformer Provably Learns Multiclass One-Nearest Neighbor in Context

It is shown that one-layer transformers with an argmax classification head behave identically to a one-nearest-neighbor classifier in the multiclass setting by leveraging the simplex encoding.

Skanda Athreya, Yu-Tong Wang · 0 citations