Buch, Englisch, 704 Seiten, Format (B × H): 155 mm x 235 mm
46th SGAI International Conference on Artificial Intelligence, AI 2026, Cambridge, UK, December 15–17, 2026, Proceedings
Buch, Englisch, 704 Seiten, Format (B × H): 155 mm x 235 mm
Reihe: Lecture Notes in Computer Science
ISBN: 978-3-032-45235-1
Verlag: Springer
This volume constitutes the refereed proceedings of the 46th SGAI International Conference on Artificial Intelligence, AI 2026, held in Cambridge, UK, during December 5–17, 2026.
The 42 full papers presented together with 17 short papers were carefully reviewed and selected from 89 submissions. They were organized in the following topical sections: Technical Stream: Machine Learning; Vision, Speech, Natural Language and Intelligent Environments; Case-Based Reasoning Systems; Large Language Models and Agentic AI; Short Technical Papers; Application Stream: Machine Learning and Large Language Models; Medical Computing and Health Informatics; Social Impact and Integration; Industrial Applications of AI; Evaluation of AI Systems and Short Application Papers.
Zielgruppe
Research
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Fachgebiete
Weitere Infos & Material
.- Technical Papers.
.- Empirical Performance Evaluation of Synchronous and Asynchronous Particle Swarm Optimization and Population based Hill Climbing on Engineering Optimization Problems.
.- Machine Learning.
.- A novel X-of-N Attribute Construction Method for Multi-Label Classification of Drugs` Adverse Reactions.
.- Partial Efficiency Analysis Trees: Robust Order-a and Order-m Frontiers through Machine Learning.
.- Dual-Memory Enhancement for Fully Analog Memristive Time Delay Reservoirs.
.- WNeXt: Structured Feature Integration for Polyp Segmentation.
.- Learning the Feature Spaces of Tree-structured Data.
.- Mahalanobis-Guided Pseudo-Labeling for Label-Efficient Semi-Supervised GNSS Jamming Classification with Convolutional Tsetlin Machines.
.- Ensemble Feature Ranking Explanations via Bayesian Modeling.
.- Feature-Token Reconstruction for Tabular Anomaly Detection: Locality, and Bottleneck Cost.
.- Data Augmentation to Improve the Training of Convolutional Kolmogorov-Arnold Networks.
.- Towards Interpretable Satellite Index Formulas from Multispectral Data using Feature Relevance and Symbolic Regression.
.- Ledger-Aware Multi-Agent Deep Reinforcement Learning for Perishable Blockchain-Enabled Agri-Food Supply Chains.
.- Vision, Speech, Natural Language and Intelligent Environments.
.- Limits of Image Restoration in Heavily Degraded TEMPEST Images.
.- Deterministic Machine Reasoning Using Ethical Values.
.- MODUS: Multimodal Open-set Domain-Generalised Speaker Verification with Dual-level Fusion.
.- Engineering Context-awareness for Intelligent Environments.
.- Case-Based Reasoning Systems,
.- Towards Explainable and Reusable Temporal Case-Based Reasoning in Predictive Maintenance: A Research Environment.
.- Applying Distributed Case-Based Reasoning in the Edge-Cloud Continuum.
.- Large Language Models and Agentic AI.
.- SLM-Conditioned Hierarchical Relationship Routing for Labeled Property Graph Learning.
.- JSONSeqBench: Towards better schema design.
.- Can We Trust Autonomous Science? A Human-in-the-Loop Architecture for Rapid Scientific Discovery.
.- Short Technical Papers.
.- Multi-Head Spatial Temporal Graph Neural Network for Air Quality Prediction.
.- COGNICAL: Symbolic Argumentation & LLMs.
.- CAIRA, Governance-First Reference Architecture Toward Trustworthy Agentic AI in Enterprise CRM.
.- Assessing the Creative Capabilities of Large Language Models in Generating Context from Multimodal Prompts.
.- Fuzzing Large Language Models to Elicit Hidden Behaviours.
.- LLM-Guided Relational Transition Graphs for Temporal Knowledge Graph Reasoning.
.- Agent Resource Protocol (ARP).
.- The Alignment Squeeze: Modelling Competing Correction Pressures in Language Models.
.- Application Papers.
.- On Adapting Time Series Foundation Models for Stress Detection.
.- Machine Learning and Large Language Models.
.- Adapting Diffusion-Based LiDAR Scene Completion to Underwater SONAR Bathymetry.
.- Intelligent Energy Management in Hospitality: A Stacked Machine Learning Framework for Electricity Consumption Forecasting with Real-World Deployment.
.- Explaining UK Graduate Employment Outcomes with Interpretable Machine Learning: A Cohort-Cell Analysis of HESA Open Data, 2017-2024.
.- Assessing Robustness to Catastrophic Forgetting in Continual Deep Reinforcement Learning for Cyber-Physical Systems.
.- Tracking GNSS Deception at Sea: SpoofCloudFinder for Detecting Coordinated Multi-Vessel Anomalies in AIS Data.
.- Pakistan Forest Observatory: A Knowledge-Based Platform for AI-Driven Forest Monitoring, Risk Assessment, and Operational Management.
.- MCP-Mediated Grid Knowledge Graph and Ontology Access for Confidential LLM-Based Power-Grid Decision Support System.
.- Medical Computing and Health Informatics.
.- Biomechanically Constrained Deep Learning for Rib Fracture Detection on Chest Radiographs.
.- Learning Circadian Phase from Actigraphy via Temperature-Derived Supervision.
.- Hilbert-Huang Image Encodings for Stress Detection from Blood Volume Pulse and Electrodermal Activity Signals.
.- Towards WiFi-CSI-Based Recognition of Nursing Care Activities: A Work-in-Progress Study and Preliminary Dataset Design.
.- Social Impact and Integration.
.- AI360Degree: A Multi-Agent Governance Architecture for Continuous AI Compliance and Trust Assurance.
.- Beyond User Error: Governing Hallucination Risk in Public Sector Legal Service.
.- Cross-Domain Evaluation of a Cascaded Anti-UAV Detection System: Why Some Stages Generalise and Others Collapse.
.- Industrial Applications of AI.
.- Beyond Average Error Minimization: Forecasting Critical Transformer Loading in Low-Voltage Networks.
.- Forecasting High Speed 2 Construction Environmental Impacts.
.- Textile Material Classification Using Hyperspectral Imaging and Machine Learning.
.- Evaluation of AI Systems.
.- Network Centrality, Adversarial Trading, and Crisis Deterrence: Evidence from a Multi-Agent Crisis Simulation.
.- Civic Pair Prompting: Evaluating AI Failure Modes in UK Local Government Documents.
.- Beyond Deployment: Governance Gaps in the Oversight of Operational AI.
.- Short Application Papers.
.- Data-Driven Student Support in Higher Education Through Machine Learning and Automation.
.- Road Congestion Deduction Using Deep Learning.
.- From Legacy Courseware to Multimodal Learning: A Parser-Driven LLM Platform for Secure, Offline Education.
.- PolySync Avatar: A Modular Architecture for Multilingual Real-Time Lip Synchronization of 3D Avatars.
.- Conceptual Design of a Markerless Navigation System for Total Knee Arthroplasty.
.- Path Planning in a Flow Field: A Comparison of Classical and Learning-Based Algorithms for River Crossings.
.- From PDFs to Profiles: Using LLMs to Automate Psychological Job Profile Generation.
.- Exploratory Feasibility Analysis of Personalised Obstructive Sleep Apnoea Treatment Predictions.
.- Closing The Opportunity Gap: Designing an AI assisted RAG Chatbot for short term opportunity discovery.
