# Bruton 2026: Attention-Augmented LSTMs for Automatic Homophonic Ciphertext Decipherment

> Micaella Bruton, Meriem Beloucif, Beáta Megyesi, 2026. 2 records on Mysteries Department cite it. The linguistics and datasets survey notes that it uses…

Source: https://mysteriesdept.com/sources/SRC0D8MQ9NA3FFR/attention-augmented-lstms-for-automatic-homophonic  
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# Attention-Augmented LSTMs for Automatic Homophonic Ciphertext Decipherment

Micaella Bruton, Meriem Beloucif, Beáta Megyesi, 2026. _arXiv_.

A 2026 preprint applying LSTM networks with an attention mechanism to the automatic decipherment of homophonic ciphers.

**Voynich Manuscript** PreprintChecked against the original0

## What it's used for here

The linguistics and datasets survey notes that it uses ChronoFidelius, a generator of period-style homophonic ciphertexts, which could supply cipher controls.

## Cited by on this site 2 records

[2 methods surveys]

Cryptanalysis, linguistics

SRC

## Cite it

```
Bruton, M., Beloucif, M., & Megyesi, B. (2026). Attention-Augmented LSTMs for Automatic Homophonic Ciphertext Decipherment. arXiv. https://arxiv.org/abs/2606.05078
```

[Read it free at arxiv.org](https://arxiv.org/abs/2606.05078)[PDF stored here · 10 pages](https://mysteriesdept.com/sources/SRC0D8MQ9NA3FFR/attention-augmented-lstms-for-automatic-homophonic/pdf)

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**SRC** 0D8MQ9NA3FFR

Kind

Preprint

Rights

CC-BY-4.0

Checked

Against the published original

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