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cs.AI2026
Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift
Junade Ali
This paper provides an experimentally verified formal law for calculating the uplift that diversity of thought provides in Large Language Model (LLM) ensembles. From first principl…
cs.CR2026
Abductive Corroboration of Probabilistic AI Models for Forensic Synthetic Media Detection
Junade Ali
Artificial Intelligence (AI) models, at their core, apply general learnings from broad datasets to individual circumstances using probabilistic behaviour. This inductive approach s…
cs.CR2026
On The Effectiveness of the UK NIS Regulations as a Mandatory Cybersecurity Reporting Regime
Junade Ali, Chris Hicks
Existing cybersecurity literature lacks a source of empirical, representative data as to the true nature of cyberattacks on Critical National Infrastructure. We have obtained UK-wi…