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Betti numbers of attention graphs is all you really need


Jul 05, 2022
Laida Kushnareva, Dmitri Piontkovski, Irina Piontkovskaya

* This short paper was submitted to "Topological Data Analysis and Beyond" Workshop at NeurIPS 2020 at July 2020, but wasn't accepted. Later the ideas from this short paper found a rich development in arXiv:2109.04825 and arXiv:2205.09630 

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Acceptability Judgements via Examining the Topology of Attention Maps


May 19, 2022
Daniil Cherniavskii, Eduard Tulchinskii, Vladislav Mikhailov, Irina Proskurina, Laida Kushnareva, Ekaterina Artemova, Serguei Barannikov, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev


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Artificial Text Detection via Examining the Topology of Attention Maps


Sep 10, 2021
Laida Kushnareva, Daniil Cherniavskii, Vladislav Mikhailov, Ekaterina Artemova, Serguei Barannikov, Alexander Bernstein, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev

* Accepted to EMNLP 2021 

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Category-Learning with Context-Augmented Autoencoder


Oct 10, 2020
Denis Kuzminykh, Laida Kushnareva, Timofey Grigoryev, Alexander Zatolokin

* Information Technologies and Computing Systems 3/2020, pp. 30-39 
* 11 pages, 12 figures 

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