Data Quality as a Causal Variable in Smartphone Health Monitoring

Abdulrahman A. Aloyayri, Max A. Little, Nawfal A. Zakar; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:1-11

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Prompt Injection Detection is Regime-Dependent: A Deployment-Aware Evaluation with Interpretable Structural Signals

Akindoyin Akinrele, Shreyank N Gowda; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:12-30

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Separating the Art from the Algorithm: Detecting Moral Decoupling in Consumer Discourse About Generative AI

Onuchukwu Joseph Chimezie, Julius Sechang Mboli; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:31-41

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Auditing Feature Importance Rankings in Nonstationary Data Streams

Bahareh Daneshvar, Conor Fahy, Shengxiang Yang; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:42-51

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An AI-Based Decision-Support Pipeline for Day-Ahead Photovoltaic Forecasting

Fariba Dehghan, Sebastian Stein, Vahid Yazdanpanah, Stephanie Gauthier, Masood Nazari; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:52-67

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Denoising Diffusion Probabilistic Models for Source Camera Identification in Image Forensics

Zahra Farzadpour, Farah Nafees Ahmed, Fouad Khelifi; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:68-77

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Adaptive Data Dropout: Towards Self-Regulated Learning in Deep Neural Networks

Amar Gahir, Varshil Patel, Shreyank N Gowda; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:78-87

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Hybrid Thompson-UCB for Risk-Aware Classification of Brain Tumours under Limited Data

Bashayer Fouad Marghalani, J. Michael Herrmann; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:88-97

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Must Success Make Sense?

Jaia Mridula, David James Edward Elks; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:98-105

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Fixing the Background: Segmentation-Guided Feature Refinement for Multiple Object Tracking

Muhammad Hassan Nisar, Syeda Umme Umama, Muhammad Imran Shehzad, Hazrat Ali, Shoaib Azmat; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:106-115

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From AI Trustworthiness to Perceived User Trust in High-Risk AI: An Expert-Derived Conceptual Model

Puntis Palazzolo, Bernd Carsten Stahl, Helena Webb; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:116-133

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Certified Multi-Source Integrity for Structured Agent Actions

Anmol Pandey, Aditya Jain, Liang Chen, Carsten Maple, Christo Panchev; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:134-147

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Boundary-Uncertainty Active Learning for Efficient Segmentation of Robotic Performance Trajectories

Kieran Woodward, Gabriella Giannachi, Steve Benford; Proceedings of the Fourth UK AI Conference 2026, PMLR 348:148-158

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