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Shanthini U - Mathematics & ML Research

M.Sc. Mathematics | Deriving transformer architecture from first principles

Current work

Building the Mathematical Foundations of the Transformer

  • one proof and one implementation at a time.
Paper Derivation Implementation
RoPE (Su et al. 2021) LinkedIn
√dk Scaling (Vaswani 2017) LinkedIn

Research interests

Mechanistic interpretability — whether mathematical stability properties of attention mechanisms have detectable signatures in transformer circuits.

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Deriving transformer architecture from first principles

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