Wavelet-based positional encodings are claimed to improve how transformers extrapolate to longer sequences, with a toy experiment supporting the claim but with weak theory.
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Theoretical Analysis of Positional Encodings in Transformer Models: Impact on Expressiveness and Generalization
Wavelet-based positional encodings are claimed to improve how transformers extrapolate to longer sequences, with a toy experiment supporting the claim but with weak theory.