Advances in Soft Computing. MICAI 2026 Posters Track

.- Machine learning and pattern recognition.
.- Facial Paralysis Detection through Optimized Dynamic Ensembles using Evolutionary Hyper-Heuristics.
.- A Predictive Model Based on Convolutional Neural Networks for Optimizing Rainwater Harvesting in Mexico City.
.- A Validation Topos: A Sheaf-Theoretic Framework for AI Reliability and Creative Inference.
.- Class-Level Error Analysis and Systematic Evaluation of CNN-Based Models for French Mispronunciation Detection.
.- ADaPTS: An Adaptive Temporal Partitioning Method for Robust Evaluation of LSTM Models in Stable and Chaotic Time Series.
.- Data-Driven Sizing Optimization in E-Commerce: A Two-Stage Re-Ranking System with LLM-Derived Semantic Features.
.- Experimental Evaluation of a Naive Bayes–Based Routing Scheme Integrated into an SDN Controller.
.- Evaluating Gender Bias in Medical Diagnosis: A Comparative Study Using Machine Learning Models.
.- AI-Powered Data Hub Prototype for Querying Women’s Violence Indicators in Mexico.
.- From Observation to Actuation: A Systematic Review and Cybernetic Architecture for Proactive Music-Based A!ective Regulation.
.- Retail Location Optimization: A Data-Driven Approach Using GIS and Mathematical Programming.
.- Emotion Recognition in Children with Autism Spectrum Disorder Using YOLO.
.- Hybrid System for Recognizing Andean Music Genres for Young People in Lima Based on Deep Learning.
.- Evaluation of Inertial and Physiological Signal Fusion for Human Activity Recognition.
.- Vision-Based Autonomous UAV Navigation: A Sim2Real Approach Using Virtual Reality and YOLO11n-cls.
.- Classification of types of violence using the MEMLA platform.
.- Automatic Section Extraction from Academic Theses using Hybrid OCR Post-processing and Multilingual NLP.
.- XAI-based ChatBot for data processing and classification.
.- CIPA: A Multi-Domain Statistical Framework for Characterizing Imbalanced Datasets and Computing a Di”culty Score.
.- Predictive Analysis of University Dropout Patterns using Logistic Regression.
.- Nahuatl word recognition using a Neuro-Fuzzy model based on FRCE: implementation and benchmarking.
.- Classification of Abnormal Patterns in Human Gait Using Random Forests and Inertial Measurement Units.
.- Hierarchical subclass decomposition for improved pattern classification.
.- Uncovering Discriminative Mobile Game Data for ADHD Classification: A Comparative Analysis.
.- Gender classification of Latin American Spanish voices using Recurrent Neural Networks.
.- Depthwise-Separable-Convolution-based Autoencoder for ECG signal classification.
.- From Robust Iris Segmentation to Discriminative Embeddings: A Practical Pipeline with SAM2, Rubber Sheet, and Triplet Learning.
.- PillAdvisor: An LLM-Centered Conversational AI System for Medication Identification and Safety.
.- Decentralized Gradient Verification in Federated Learning via Recursive zk-SNARKs.
.- Determinants of the Mexico 2024 Vote: Digital Divide and Social Programs with Interpretable AI.
.- Object Detection based on Hardness Properties using an Ultrasonic Approach.
.- Artificial Vision and Robotics.
.- Optimization of a Fuzzy Logic Controller for Human-Following Mobile Robots Using Genetic Algorithms.
.- Extending Retinal Vasculometry Pipelines with 3D Geometric Modeling for Biomarker-Driven Analysis of Fundus Images.
.- Visual Context Feature Mapping: A Deterministic Framework for Morphological Transformation Context in Neural Tracking Pipelines.
.- Trajectory Optimization under Power Constraints and Obstacle Avoidance for an Omnidirectional Mobile Robot Using Analytic Behaviors.
.- Reconstruction of Red Laser Projections from Binary Masks:Comparative Study of Mathematical, CNN and Swin Transformer
Approaches.
.- Estimating Posture in Newborns Using Deep Learning for Neurodevelopmental Assessment.
.- A Computer Vision and Neuro-Fuzzy Approach for Upper Limb Rehabilitation in Children with Cerebral Palsy.
.- Automatic real-time classification of peach quality using a Convolutional Neural Network.
.- Lettuce Fresh Weight Prediction Using Deep Learning with 3D Morphological Variables.
.- Comparative Evaluation of the D* Lite Algorithm for Collision-Free Path Planning with Reduced Computational Cost in Multi-Agent
Mobile Robotic Systems.
.- Instance Segmentation of Green Sea Turtle Nests in Aerial Imagery Using Mask R-CNN.
.- Overcoming Texture Complexity in Textile Quality Control: A YOLOv11-Seg Approach for Alpaca Fiber Felt Balls.
.- Deep Reinforcement Learning for Bipedal Locomotion Using PPO and Parallel Training in Isaac Sim.
.- Computational Intelligence and Data Mining.
.- Comparative Study of Phonocardiogram Classification Using Time-Frequency Transforms and Convolutional Neural Networks.
.- Formal Verification of Robust IoT Systems.
.- Metaheuristic and Machine Learning Combined Approach for Code Smell Detection in Object-Oriented Java Projects: An Empirical Study.
.- Genetic Algorithm Search for Stable Vacua in Type IIB String Theory: A Computational Approach.
.- Clustering-Based Identification of Metabolic Subgroups in Type 2 Diabetes Using Liver Transcriptomic Data.
.- Empirical Evaluation of AttentionMGT-DTA.
.- Adaptive Topological Immunization: A Cost-Aware Deep Reinforcement Learning Framework for Epidemic Containment.
.- Intelligent Public Lighting Using Fuzzy Inference and Internet of Things.
.- Do Genomic Language Models Learn siRNA Design Rules? A Zero-Shot Evaluation of Evo on E. coli Coding Sequences.
.- Data-Driven Service Request Prioritization: A Comparative Study Using MCDM and Expert-Based Heuristics.
.- A Knowledge-Based System for Detecting Regulatory Swans in Municipal Water Risk Assessment.
.- Design of Mamdani Interval Type-2 Fuzzy System to stabilize a D.C. speed motor using Bee Colony Optimiza-tion Algorithm.
.- Human Expertise in Multi-Agent AI Orchestration and the Irreducible Human Layer.
.- Electoral Coalitions and Candidate Nomination: Evidence of Selection Rather Than Causal E!ects.
.- UTROMx: an Urban Transport Routes Ontology for Mexican City Studie Case.
.- A Decomposition-Based Evolutionary Approach for Association Rule Mining in Climate and Energy Systems.
.- Compact Association Rule Mining Using Glowworm Swarm Optimization.

.- Natural language processing.
.- Aspect-Based Sentiment Analysis of Spanish Tech Product Reviews Using Pre-trained Transformers.
.- Naive Bayes for Entity Framing in Multilingual News: A Study on SemEval-2025 Task 10.
.- Multilingual Sentiment-Aware Text Summarization: A Reinforcement Learning Approach for Consistency Maintenance.
.- Spanish Fake News Classification with BERT: Impact of Sequence Length.
.- Analysis of emotions in Mazahua audio recordings.
.- APreprocessing Module for Information Extraction from Heterogeneous Documents.
.- Hybrid Architecture for Interactive Narrative: Integrating GOAP Planning and Generative Models in Multi-Agent Environments.
.- Genetic Algorithm Optimization of Soft Edit Distance Parameters for Identifying Confusable Medication Names.
.- Comparison model in Code-Switching detection in Large Language Models responses.
.- Classification of the Spanish Linguistic Complexity in Natural Language Questions for NL2SQL.
.- Using Classifiers for Question Answering: a Mexican Dataset Case Study.
.- Spatial dissonance of smart cities discourse, using Natural Language Processing and spatial autocorrelation in the state of Tlaxcala, Mexico.
.- Latent Steering of Emotional Evidence with Sparse Autoencoders in Language Models.
.- Systematic Evaluation of Algorithms and Textual Representations for the Detection of Trolling on Social Networks.
.- AI Expert Specializing in Intellectual Property and Technologies Applied to Household Appliances.
.- A Comparative Analysis of Lexical and Contextual Approaches for Emotion Classification in Spanish Text.
.- Evaluating a Hybrid Local Semantic Retrieval and RAG Architecture for Administrative Support in Higher Education: A Case Study.
.- Enhancing Aspect-Based Sentiment Analysis: Leveraging Syntactic n-grams for Aspect and Opinion Term Extraction.
.- Partisan Lexical Polarization on X During the 2020 U.S. Presidential Election: An Interpretable Text-Mining Study.
.- A Comparison of BERT-based Representations for Multilingual Hate Speech Detection Against Immigrants and Women on Social Media.
.- A Preliminary Study on Spanish–Zapoteco Machine Translation using a Multi-Stage Fine-Tuning M2M100 Model in a Low-Resource Setting.
.- Presidential Discourse and Energy Markets: An NLP Analysis of Social Media Sentiment During the 2026 Iran Crisis.
.- Capacity-Bounded Compensation in Transformer Feed-Forward Network Pruning.
.- Spectral Robustness in Low-Resource Language Identification: A Comparative Deep Learning Study of Nahuatl and Mexican Spanish.
.- Classification of Adverse Events in Hypertensive Patients Using Textual Narratives Generated from Tabular Data.
.- Construction of a Large-Scale Biomedical Corpus for NLP-Based Clinical Evidence Retrieval Systems.
.- Automatic Language Identification of Indigenous Mexican Languages: A Transfer Learning Approach for Nahuatl and Totonaco.
.- TF-DEBOHID: A TF-IDF and Evolutionary Oversampling Approach for All-Inclusive Hotel Reviews Polarity Classification.
.- Evolutionary Ensemble for Hate Speech Identification and Classification in Spanish via Transformers.
.- A Modular Agentic LLM Pipeline for Hypothesis Extraction and Knowledge Graph Construction from Biomedical Literature.
.- Modeling Sentiment Intensity in Spanish: A Comparative Study of Classical, Deep Learning and Transformer Approaches.
.- Intelligent systems.
.- Trust-Calibrated Multi-Agent Collaboration in Enterprise AI Systems: Resilient Orchestration and the Trust-Vulnerability Paradox.
.- Geocentrality: Quantifying the Territorial Focus of Scientific Discourse.
.- The genetic algorithm as a predictor of adaptive learning objects in algebra.
.- Green Police Patrol Routing Optimization in Crime Hotspots Across Metropolitan Lima: A MILP and Metaheuristic Approach.
.- Modeling intercity demand in northeastern Mexico using a gravity mode.
.- Implementation of Clean Architecture to Reduce Coupling in an Accessible Intelligent Robotics Programming Assistant.
.- Towards an HTN System for Assisting in Creative Planning and its Application to the Follow up of Characters in Dungeons and Dragons.
.- Genetic Algorithms as Robustness Sca!olding for Sub-1B Language Models in Adaptive Learning Path Generation.
.- Topological and spectral analysis of the academic timetabling problem under the API-Carpio methodology: Integration of recurrent neural
networks.
.- Distributed Cyberdemocracy: Ethical AI Governance and Trust-Building in Latin America.
.- An Intelligent Hybrid System for Autonomous Driving Based on Computer Vision and Embedded Systems.
.- Deep learning.
.- Structural and Spectral Analysis of Convolutional Neural Networks for Seismic Velocity Inversion.
.- Domain-Specific Transfer Learning for Skin Cancer Prediction: ImageNet vs. RadImageNet .
.- Multimodal Analysis of Dental Radiographs and Clinical Data for Cardiovascular Risk Stratification: A Review and Architecture Proposal.
.- An Interaction-Based Trainable Kolmogorov-Arnold Model.
.- Particle Swarm Optimization of SAM 2 Hyperparameters for Accurate Nanoparticle Counting.
.- A Computer Vision-Based Model for Mexican Sign Language Recognition.
.- Development of a Data Acquisition and Preprocessing Pipeline for Generating a Trimodal Dataset in CoppeliaSim, Focused on
Autonomous Parking in Non-conventional Environments.
.- Temperature forecast using multivariate analysis in some cities in Mexico.
.- TinyOmni-ES: Extending a Natively Multimodal Sub-1B Model with Audio Perception for Spanish Assistive Applications.
.- Physics-Informed Neural Networks for solving the wave equation in cylindrical coordinates (Bessel functions of the first kind).
.- Driver Assistance Through Emotion Detection Using Neural Networks on a Mobile Device.
.- Comparative Analysis of Deep Learning Architectures for Water Body Segmentation in Satellite Imagery.
.- A Hybrid Transformer-Di!usion Architecture for Multivariate Air Quality Data Imputation.
.- Impact Analysis of Convolutional Neural Network Quantization on Low-Cost Microcontrollers.
.- Accelerating Sea-Thru: A GPU-Based Parallel Implementation for High-Resolution Underwater Image Restoration.
.- Spatiotemporal clustering to evaluate the dynamics of post-glacial vegetation in high mountain environments: The case of Nevado de Toluca.
.- Facial recognition model based on prototypical neural networks for data-limited.

The 3-volume set CCIS 3095 - 3097 constitutes the proceedings of the 18th Mexican Congress on Artificial Intelligence, COMIA 2026, which took place in Cuernavaca, Mexico, during May 25 - 29, 2026.

The total of 183 papers included in the proceedings was carefully reviewed and selected from 312 submissions. They were organized in topical sections as follows:

Part 1 : Applications of Artificial Intelligence; Medical Applications.
Part 2 : Machine learning and pattern recognition; Artificial Vision and Robotics; Computational Intelligence and Data Mining.
Part 3 : Natural language processing; Intelligent systems; Deep learning.