Mathematics & AI

Mathematics & AI

Mathematics & AI is an open-access, peer-reviewed journal at the intersection of mathematics and artificial intelligence. The journal publishes original research in mathematical foundations of AI, machine learning theory, optimization, statistical learning, neural network analysis, computational mat...

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Vol. 1, No. 2 (2026) — MathAI 2026 Selected Papers

Vol. 1, No. 2 (2026) — MathAI 2026 Selected Papers

Special Issue EN APC: Free Deadline: 09 May 2026

Selected papers from the Mathematics of AI 2026 Conference. This special issue features original research exploring mathematical foundations of artificial intelligence, including optimization theory, statistical learning, approximation theory, and computational mathematics for modern AI systems.

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Articles (19)

AI-Based Detection of Unwanted Behavior: The Paradoxical Effect of Standard Data Augmentation in Video Surveillance

Maksim Emelianov

Art. 1004 DOI: 10.66693/mathai.1004

A MONOTONE SYSTEM GENERATOR FOR SOLVING BIG DATA AGGREGATION PROBLEMS

Rifqat Davronov, F.T.Adilova

Art. 1005 DOI: 10.66693/mathai.1005

Deep Learning for Educational Video Analysis: Benchmarking ASR Systems and Pipeline Optimization

Gordey Zuev, Elena Kantonistova

Art. 1006 DOI: 10.66693/mathai.1006

The Evolution of Mind: Emergence of Collective Intelligence through Logical-Probabilistic Knowledge Dynamics in Multi-Agent ENIGMA Metaverse Ecosystems

Andrey Nechesov, Janne Ruponen, Sergey Barykin

Art. 1007 DOI: 10.66693/mathai.1007

OLORA+: A HYBRID APPROACH TO PARAMETER- EFFICIENT FINE-TUNING OF LARGE LANGUAGE MODELS

Art. 1009 DOI: 10.66693/mathai.1009

Interpretable Emotion Attribution in Social Graphs: A Comparative Analysis of Rule-Based, Transformer, and LLM Models

Usman Babayo Gidado, Anton Kolonin

Art. 1013 DOI: 10.66693/mathai.1013

Hybrid Bi-Level Index for Shortest Paths in Temporal Networks

Art. 1014 DOI: 10.66693/mathai.1014

A Systematic Study of Gate Functions in Soft Adaptive Policy Optimization

Egor Denisov, Svetlana Glazyrina, Maksim Kryzhanovskiy, Roman Ischenko

Art. 1015 DOI: 10.66693/mathai.1015

Improving Fairness in AI-Powered Recrutiment: An Interpretable Resume Screening System

Natalia Agapova, Rustam A. Lukmanov

Art. 1017 DOI: 10.66693/mathai.1017

Explainable AI for Mathematics: Proofs as Code with Knowledge Graph and Domain Ontology Support

Oli Ataeva, Khalov A., Tuchkova N.

Art. 1020 DOI: 10.66693/mathai.1020

Hybrid UAV Hazard Detection Approach Based on Open-Vocabulary Detection and MIVAR Expert System

Aleksandra Yurievna Maksimova

Art. 1022 DOI: 10.66693/mathai.1022

Implementation of a Cryptographic Hash Function Based on a Deep Neural Network.

Дмитрий Владимирович, Gorin,D

Art. 1023 DOI: 10.66693/mathai.1023

Mathematics of natural Intelligence

Evgenii Vityaev

Art. 1024 DOI: 10.66693/mathai.1024

Detecting Hallucinations In LLM Responses Using Token-level Log-probability Signals

Vadim Eliseev, Aleksandra Yurievna Maksimova

Art. 1025 DOI: 10.66693/mathai.1025

Estimating Importance of Highly Correlated Features Using Matrix Factorization

Alexander Minkin

Art. 1026 DOI: 10.66693/mathai.1026

Operator Learning for High-Dimensional Symplastic Growth Dynamics with Stochastic Cell Division

Ulyana Zubairova

Art. 1030 DOI: 10.66693/mathai.1030

Dynamic Data Classification Based on a Semi-Supervised Local Poisson Label Propagation Method

Art. 1032 DOI: 10.66693/mathai.1032

Aligning the Number of Parameters with the Number of Linear Regions for Improved Neural Network Approximation

Art. 1036 DOI: 10.66693/mathai.1036

Task-Based Engineering

Dmitry I. Sviridenko

Art. 1038 DOI: 10.66693/mathai.1038