Interpretability in Mathematics and XAI - Доклады на конференциях | Sciact - Система учета научной деятельности ИМ СО РАН

Interpretability in Mathematics and XAI Доклады на конференциях

Язык

Английский

Тип доклада

Секционный

Конференция

The International Conference dedicated to Mathematics in Artificial Intelligence
24-28 мар. 2025 , Сочи

Авторы

Stukachev A.I. ^1,2 , Strepetova Vitaliya ² , Chen Liu ² , Cao Zilu ² , Zaitseva Ulyana ²

Организации

1	Институт математики им. С.Л. Соболева СО РАН
2	Новосибирский государственный университет

We consider one of the central notions of eXplainable Artificial Intelligence, the notion of interpretability. This notion is actively and fruitfully used in mathematics. We discuss recent results on interpretability of object and processes in mathematical and computational linguistics. These two approaches to understanding and interpreting the meaning of a sentence or a text expressed in natural language provide very typical examples of differences between mathematical (theoretical) and computational (practical) models. Some examples of interpretations of models of one type in models of another type are presented.

Stukachev A.I. , Strepetova V. , Chen L. , Cao Z. , Zaitseva U.
Interpretability in Mathematics and XAI
The International Conference dedicated to Mathematics in Artificial Intelligence 24-28 Mar 2025