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The King is Naked: on the Notion of Robustness for Natural Language Processing

Emanuele La Malfa , Marta Kwiatkowska

* AAAI 2022 main-track (full-paper) 

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Characterizing Learning Dynamics of Deep Neural Networks via Complex Networks

Emanuele La Malfa , Gabriele La Malfa , Giuseppe Nicosia , Vito Latora

* IEEE/ICTAI2021 (full paper) 

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On Guaranteed Optimal Robust Explanations for NLP Models

Emanuele La Malfa , Agnieszka Zbrzezny , Rhiannon Michelmore , Nicola Paoletti , Marta Kwiatkowska

* IJCAI 2021 
* 13 pages (8+5 Appendix). Accepted as long-paper at IJCAI 2021 

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Assessing Robustness of Text Classification through Maximal Safe Radius Computation

Emanuele La Malfa , Min Wu , Luca Laurenti , Benjie Wang , Anthony Hartshorn , Marta Kwiatkowska

* EMNLP-Findings2020 
* 12 pages + appendix 

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