The 3-volume set CCIS 2552 - 2554 constitutes the proceedings of the 17th Mexican Conference on Artificial Intelligence, COMIA 2025, which took place in Mexico City, Mexico, during May 12-16, 2025.

The totel of 83 papers included in the proceedings was carefully reviewed and selected from 199 submissions. They were organized in topical sections as follows:

Part I: Natural languages processing; robotics; signal processing; ethics and regulation;

Part II: Computer Vision and Image Processing; Deep Learning; Machine Learning and Pattern Recognition; Data Mining;

Part III: Artificial intelligence applications; medical applications.

Inhalt

.- Natural Language Processing

.- Detection of Depression in Spanish Texts Using BERT-based Language Model.
.- Rhetorical Role Prediction in Legal Documents: A Comparison of Machine Learning Algorithms.
.- Use of Large Language Models to Detect Gender Bias in Workplace.
.- Automated Information Extraction from Construction Regulations Using LangChain: A Case Study in Aguascalientes.
.- Assessing AI-Generated Legal Reasoning: A Benchmark for Legal Text Quality from Literature Review.
.- Detection of AI Generated Texts using Deep Learning and Topological Data Analysis.
.- Generative AI for Automatic Personality Recognition.
.- Automatic Translation of Nahuatl to Spanish Based on Transformer Neural Network Models: Challenges and Opportunities.
.- Bridging the Language Gap: AI-Powered Identification of Yucatec Maya and Spanish for Emergency Response.
.- Machine Learning Based Approach for Medical Concepts Identification from Spanish Text.
.- Responsible AI in Adversarial Text Attacks: Evaluating the Security of Spam Detection.
.- Sign Language Recognition: A Comparative Systematic Review of NLP and Computer Vision Methodologies.
.- Mobile-Optimized Fake News Detection: A Comparative Study of Classic Machine Learning and Transformer-Based Models.

.- Robotics

.- Intelligent Optimization of Multilevel Inverter Switching Angles with ANFIS and PSO.
.- Energy Consumption in a Swarm of Robots Governed by RAOI Parameters.
.- Vision System for Detection of Influence Stimuli in Autonomous Mobile Robots.
.- Deploying Real-Time Speech Recognition on ESP32 Using TinyML and Edge Impulse.
.- On the omnidirectional maneuvers for differential drive robots.

.- Signal Processing

.- Comparison of deep learning methodologies for hand movements classification using EMG signals.
.- AutoML for music classification.
.- Evaluation of Audio Transformation Techniques for Pulmonary Sound Classification Using CNN and AutoML.
.- Evaluation of Audio Transformation Techniques for Pulmonary Sound Classification Using CNN and AutoML.

.- Ethics and Regulation

.- Literature Mapping on the Ethical Regulation of OLLMs in Higher Education: Transparency, Privacy, and Fairness.
.- Ethical Challenges of the AI in Byung Chul Han's Theory.
.- The philosophical challenges of AI: initial considerations.
.- Rethinking Authenticity in Architecture: The Ethical Implications of AI-Generated Design.
.- A Novel Ethical Design Framework Applied to Image Classification Challenges in the Fashion Industry.
.- Ethical Considerations in the Development of Recommendation Systems: Boutique Travel Agency.