This LNAI volume set constitutes the proceedings of 19th International Conference on Multi-disciplinary Trends in Artificial Intelligence, MIWAI 2026, held in Halifax, NS, Canada, during October 1012, 2026.

The 75 full papers included in these volumes were carefully reviewed and selected from 200 submissions. The conference has remained steadfastly dedicated to advancing high-quality research while embracing a wide, multi-disciplinary perspective on AI's diverse applications.

Inhalt

.- Ranking Sparse Candidate Sets: Phase Transitions in Learned TSP Graph Pruning.

.- Injecting Label Structure into Embedding Space for Ordinal and Circular Speech Classification.

.- NEREUS: A Modular Probabilistic Framework for Context-Aware Ship Trajectory Forecasting.

.- A Possibilistic K-Modes Framework for Decremental Object Processing.

.- Multi-View LightGCN over a Human Resource Knowledge Graph for Personalised Internal Career Development Recommendation.

.- On Assessing and Repairing Jokes in a Logical Framework.

.- Data-Driven Intrusion Detection for UAV Networks: A Machine Learning system for Multi-Attack Recognition.

.- Drug Repositioning through Interpretable Link Prediction in DrugDisease Networks.

.- Few-Shot Learning for Low-Resource Natural Language Inference for French.

.- HybridLLIENet: Multi-Space Luminance Prior Fusion for Low-Light Image Enhancement.

.- Towards Robust Scale Consistency in Self-Supervised Monocular Video Depth Estimation.

.- CPGA-Stable: Improving Optimization Stability in Physics-Inspired Low-Light Image Enhancement.

.- From Local Density to Lexical Features: A Cross-Scale Study of Unembedding Spaces.

.- When Resolution Beats Slicing: Training-Free Inference Policies for Aerial Person Detection.

.- Reasoning about Transitive Variably Polyadic Relations.

.- Stability-Aware Model Selection for Explainable Artificial Intelligence: Accuracy, Consistency, and Generalization.

.- Progressive Multi-Stage Evolutionary NAS Optimisation of Vision Transformers for Landslide Hazard Prediction: A PSONASBayesian Pipeline for Multi-Spectral Remote Sensing.

.- A Lightweight Compression-Driven Method for Multi-Scale Image Anomaly Detection.

.- A Two-Branch Hybrid Model for Imbalanced Lumbar Disc Grading and Zero-Shot Label Extension.

.- The Geometry of Consequence: Modeling Irreversible Multi-Agent Systems via Co-Structures.

.- LOKG-IR: An Open and Lightweight Knowledge Graph Framework for Semantic Image Retrieval.

.- Sobel-Enhanced RGB Feature Integration for Plant Leaf Disease Classification.

.- TKEO-Guided Adaptive Pre-Emphasis for Acoustic Fish Feeding Intensity Classification.

.- Proposal of a Rule Table Method for Classification Incorporating Naive Bayes and a Comparative Study with Existing Methods.

.- A Physics-Informed and Energy-Based Framework for Countering Micro-Doppler Spoofing in UAV Radar Signatures.

.- CLM-Net: A Channel-Optimized Lightweight Hybrid Network for Varroa Mite Segmentation.

.- Pareto Optimal Counterfactual Explanations with an LLM Validation.

.- DEQ-EC: Dynamic Exposure-Aware Measurement of Echo Chambers in Social Media Information Networks.

.- Dynamic Semantic Prototype Adapter for Few-Shot Plant Disease Recognition.

.- A Neural Heuristic-Enhanced Incremental Planner for Mobile Robot Navigation in Dynamic Environments.

.- Overcoming Boundary Uncertainty in Semi-Supervised Cardiac Segmentation via Masked Image Modeling and Multi-Scale Consistency.

.- AI-Enabled IoT Smart Shelf System Design for SME Real-Time Inventory Monitoring and Replenishment Decision Support.

.- Kernel Density Guided Semantic Context Boundary Smoothing for Hallucination-Aware Retrieval-Augmented Generation.

.- Attention-Based Fusion of Homogeneous Sensors for Robust Classification Across Varying SNRs.

.- Learning Joint Representations through Adaptive Late Fusion for Enhanced Tuberculosis Detection from Chest Radiographs.

.- Comparative Analysis of Native and Translation-Based Multimodal VQA Systems for the Bangla Language.

.- An Adversarial Dual-Component Framework for Toxic Speech Detection with LLM-GAN Augmentation and Toxicity-Conditioned Cross-Layer Attention.

.- VLA-Traj: An Analytically Bounded FPGA Accelerator for Deterministic TransformerGRU Trajectory Planning.