This volume constitutes the proceedings of 24th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2025, Zakopane, Poland, during June 22 26, 2025.
The 83 full papers included in this book were carefully reviewed and selected from 163 submissions.They are organized in topical sections as follows:
Part I - Neural Networks and Their Applications; Fuzzy Systems and Their Applications; Evolutionary Algorithms and Their Applications.
Part II - Computer Vision, Image and Speech Analysis; Data Mining; Pattern Classification and Artificial Intelligence in Modeling and Simulation.
Part III - Various Problems of Artificial Intelligence; Agent Systems, Robotics and Control, Bioinformatics, Biometrics and Medical Applications and Concurrent Parallel Processing.
.- Neural Networks and Their Applications.
.- Forecasting the Particulate Matter Concentration Using Autoencoders.
.- Multi-point directional minimization for conjugate gradient algorithm.
.- Neural Network Training Through Matrix Factorization.
.- One Channel is All You Need: Optimizing Hyperspectral Data for Crop
Disease Detection.
.- Automated Fusarium Head Blight Detection using a ResNet18 Model
on High-Resolution Hyperspectral UAV Images.
.- Evaluating Polish linguistic and cultural competency in large language
models.
.- Approximate Importance-Based Sampling for Neural Network Training.
.- Prototype Learning for Classification On Spherical Manifolds and its
Relation to Quantum Classification Approaches.
.- Enhancing Crop Disease Detection with Deep Learning and
Hyperspectral Imaging: A Focus on Fusarium Head Blight.
.- A centralized federated learning framework with security aspects
against Byzantine and Sybil attacks.
.- System for automatic bug detection in code and programs using LLMs
and AI agents.
.- The Quasirecurrent Neural Networks in Selected Natural Language
Processing Tasks.
.- SD-LSTM: A Novel Semi Decentralized LSTM Architecture for
Scalable and Accurate Stock Price Prediction.
.- Impact of Convolutional Neural Network Architectures on Predicting
the Viscosity of Water-PVP Solutions.
.- Custom Glial Network Architectures for the Classification of Large
Text Corpora: a Case Study of Complaint Analysis in the Polish State
Railways.
.- An LSTM and Markov Chain-based Approach for Urban Crime Prediction.
.- Forecasting Air Quality: A Comparative Study of Various Time Series
Approaches.
.- Reliable Classification Learning for Medical Data Analysis Using
Prototype-Based Models.
.- Classification of Literary Epochs by TF-IDF, Transformers, and Large
Language Models.
.- Fuzzy Systems and Their Applications.
.- Dimensionality-based evaluation of fuzzy models developed for
high-dimensional data.
.- The use of fuzzy sets to detect strengths among students.
.- Evolutionary Algorithms and Their Applications.
.- Selection of subpopulations in the multi-population-based algorithms.
.- Towards Application of Multi-dimensional ACO Pheromone for
Multi-criteria Optimization.
.- TOPSIS-like metaheuristic for LABS problem.
.- Migration Timing in Hybrid Island-Based Metaheuristic Algorithms.
