Interpretability in Mathematics and XAI - Conference attendances

Interpretability in Mathematics and XAI Conference attendances

Language

Английский

Participant type

Секционный

Conference

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

Authors

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

Affiliations

1	Sobolev Institute of Mathematics
2	Novosibirsk State University

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