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Home/Authors/Micaella Bruton

Micaella Bruton

1 indexed paper

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Publications per year

1
26

Top categories

Crypto×1

Frequent co-authors

Meriem Beloucif1×
Beáta Megyesi1×

Research Timeline

2026
Attention-Augmented LSTMs for Automatic Homophonic Ciphertext Decipherment

The paper demonstrates that an attention-augmented LSTM model can achieve near-perfect character-level decipherment of homophonic ciphertexts from historical English and Swedish, even under challenging conditions.

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Papers

cs.CRRecentJun 3, 2026

Attention-Augmented LSTMs for Automatic Homophonic Ciphertext Decipherment

Micaella Bruton, Meriem Beloucif, Beáta Megyesi

The paper demonstrates that an attention-augmented LSTM model can achieve near-perfect character-level decipherment of homophonic ciphertexts from historical English and Swedish, even under challengin…

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