Technical Papers

Empirical Performance Evaluation of Synchronous and Asynchronous Particle Swarm Optimization and Population based Hill Climbing on Engineering Optimization Problems
Christoph Tholen (Bochum University of Applied Sciences, Germany), Lars Nolle (Jade University of Applied Sciences, Germany)

Machine Learning

A novel X-of-N Attribute Construction Method for Multi-Label Classification of Drugs` Adverse Reactions
Konstantinos Kardatos and Alex A. Freitas (University of Kent, UK)

Partial Efficiency Analysis Trees: Robust Order-α and Order-m Frontiers through Machine Learning
J. Aparicio (Miguel Hernandez University of Elche, Spain; Valencian Graduate School and Research Network of Artificial Intelligence, Spain) and V. Charles (Queen’s University Belfast, UK)

Dual-Memory Enhancement for Fully Analog Memristive Time Delay Reservoirs
Xinming Shi (Queen’s University Belfast, UK), Xin Yao (Lingnan University, Hong Kong SAR)

WNeXt: Structured Feature Integration for Polyp Segmentation
A. Dugăeșescu and A.M. Florea (National University of Science and Technology Politehnica Bucharest, Romania)

Learning the Feature Spaces of Tree-structured Data
Aleksandr Berezin and Ammar Memari (Jade University of Applied Sciences, Germany), Eric MSP Veith (OFFIS – Institute for Information Technology, Germany)

Mahalanobis-Guided Pseudo-Labeling for Label-Efficient Semi-Supervised GNSS Jamming Classification with Convolutional Tsetlin Machines
Sindhusha Jeeru, Rebekka Olsson Omslandseter, Per-Arne Andersen, and Lei Jiao (University of Agder, Norway)

Ensemble Feature Ranking Explanations via Bayesian Modeling
C. Leluschko (German Research Center for Artificial Intelligence RG Marine Perception; Carl von Ossietzky Universität Oldenburg, Germany), C. Manß (German Research Center for Artificial Intelligence RG Marine Perception), C. Tholen (German Research Center for Artificial Intelligence RG Marine Perception; Bochum University of Applied Sciences, Germany), F. Stahl (German Research Center for Artificial Intelligence RG Marine Perception; Jade University of Applied Sciences, Germany), A. Hahn (Carl von Ossietzky Universität Oldenburg, Germany; German Aerospace Center, Institute of Systems Engineering for Future Mobility, Germany)

Feature-Token Reconstruction for Tabular Anomaly Detection: Locality, and Bottleneck Cost
JC Huskisson and J Grobler (Stellenbosch University, South Africa)

Data Augmentation to Improve the Training of Convolutional Kolmogorov-Arnold Networks
P. Smith and A.J. Parkes (University of Nottingham, UK)

Towards Interpretable Satellite Index Formulas from Multispectral Data using Feature Relevance and Symbolic Regression
E. Rodenbäck, C. Manss, J. Schneider (German Research Center for Artificial Intelligence), F. Stahl (German Research Center for Artificial Intelligence; Jade Hochschule, Germany)

Ledger-Aware Multi-Agent Deep Reinforcement Learning for Perishable Blockchain-Enabled Agri-Food Supply Chains
M. Khan, B. Alothman (Kuwait College of Science and Technology, Kuwait), and L. Balazs (Hungarian University of Agriculture and Life Sciences, Hungary)

Vision, Speech, Natural Language and Intelligent Environments

Limits of Image Restoration in Heavily Degraded TEMPEST Images
Filip Tuch, Zuzana Černeková and Richard Ostertág (Comenius University, Bratislava, Slovakia)

Deterministic Machine Reasoning Using Ethical Values
Martin J. Wheatman (Enguage.org, UK)

MODUS: Multimodal Open-set Domain-Generalised Speaker Verification with Dual-level Fusion
S. Anwar, N. Wiratunga and M. Snaith (Robert Gordon University, UK)

Engineering Context-awareness for Intelligent Environments
Juan Carlos Augusto (Middlesex University London, UK)

Case-Based Reasoning Systems

Towards Explainable and Reusable Temporal Case-Based Reasoning in Predictive Maintenance: A Research Environment
Alexander Schultheis, Maximilian Späth, Justin Weich, and Ralph Bergmann (Trier University, Germany; DFKI, Germany)

Applying Distributed Case-Based Reasoning in the Edge-Cloud Continuum
Alexander Schultheis, and David Jilg (DFKI, Germany; Trier University, Germany), Ralph Traphöner (Empolis Information Management GmbH, Germany), Roman Schander and Ralph Bergmann (DFKI, Germany; Trier University, Germany)

Large Language Models and Agentic AI

SLM-Conditioned Hierarchical Relationship Routing for Labeled Property Graph Learning
M. Podstawski (NASK National Research Institute, Warsaw, Poland)

JSONSeqBench: Towards better schema design
Shankar Palamootil and J Grobler (Stellenbosch University, South Africa)

Can We Trust Autonomous Science? A Human-in-the-Loop Architecture for Rapid Scientific Discovery
Mayank Kejriwal, Yidan Sun and Ashwath Vaithinathan Aravindan (University of Southern California, USA)

Short Technical Papers

Multi-Head Spatial Temporal Graph Neural Network for Air Quality Prediction
Rayane Chmaycem (LARIS, SFR MATHSTIC, University of Angers, France; Université Catholique de l`Ouest, France; Lebanese International University, Tripoli, Lebanon; International University, Beirut, Lebanon), Ahmad Diab and Zaher Merhi (Lebanese International University, Tripoli, Lebanon; International University, Beirut, Lebanon), Nisrine Jrad (LARIS, SFR MATHSTIC, University of Angers, France; Université Catholique de l`Ouest, France)

COGNICAL: Symbolic Argumentation & LLMs
A. Koumi and A. Kakas (University of Cyprus, Cyprus)

CAIRA, Governance-First Reference Architecture Toward Trustworthy Agentic AI in Enterprise CRM
Amit Chaudhary (Independent Researcher, Johns Creek, GA, USA) and Eshaan Jain (Independent Researcher, Lake Stevens, WA, USA)

Assessing the Creative Capabilities of Large Language Models in Generating Context from Multimodal Prompts
Daniel Emakporuena (AdMeliorael Ltd), Okuna Rapheal (Harper Adams University, UK) and Olabamiji Ajisomo (AdMeliorael Ltd)

Fuzzing Large Language Models to Elicit Hidden Behaviours
Mohammed Abu Baker, Mahdi Maktabdar Oghaz, and Lakshmi Babu Saheer (Anglia Ruskin University, Cambridge, UK)

LLM-Guided Relational Transition Graphs for Temporal Knowledge Graph Reasoning
Eshani K. Fernando, Michael Adjeisah, Jian Chang and Jian Jun Zhang (Bournemouth University, UK)

Agent Resource Protocol (ARP)
A. Khanna and A. Mishra (University of Southampton Delhi, India)

The Alignment Squeeze: Modelling Competing Correction Pressures in Language Models
N. Watson (University of Gloucestershire, UK) and R. Dalton (Independent Researcher, Missouri, USA)