most citedA Probabilistic Digital Twin of UK En Route Airspace for Training and Evaluating AI Agents for Air Traffic Control

2 citations · 2 across the 5 of their papers we have counts for

collaborators

6 papers

cs.AI2026

A Positive Case for Faithfulness: LLM Self-Explanations Help Predict Model Behavior

Harry Mayne, Justin Singh Kang, Dewi Gould +3

LLM self-explanations are often presented as a promising tool for AI oversight, yet their faithfulness to the model's true reasoning process is poorly understood. Existing faithful…

cs.AI2026

A framework for assuring the accuracy and fidelity of an AI-enabled Digital Twin of en route UK airspace

Adam Keane, Nick Pepper, Chris Burr +4

Digital Twins combine simulation, operational data and Artificial Intelligence (AI), and have the potential to bring significant benefits across the aviation industry. Project Blue…

cs.CE20262 cited

A Probabilistic Digital Twin of UK En Route Airspace for Training and Evaluating AI Agents for Air Traffic Control

Nick Pepper, Adam Keane, Amy Hodgkin +11

This paper presents the first probabilistic Digital Twin of operational en route airspace, developed for the London Area Control Centre. The Digital Twin is intended to support the…

cs.LG2025

PAC Apprenticeship Learning with Bayesian Active Inverse Reinforcement Learning

Ondrej Bajgar, Dewi S. W. Gould, Jonathon Liu +3

As AI systems become increasingly autonomous, reliably aligning their decision-making with human preferences is essential. Inverse reinforcement learning (IRL) offers a promising a…

cs.AI2025

AirTrafficGen: Configurable Air Traffic Scenario Generation with Large Language Models

Dewi Sid William Gould, George De Ath, Ben Carvell +1

The manual design of scenarios for Air Traffic Control (ATC) training is a demanding and time-consuming bottleneck that limits the diversity of simulations available to controllers…

cs.LG2025

Air Traffic Controller Task Demand via Graph Neural Networks: An Interpretable Approach to Airspace Complexity

Edward Henderson, Dewi Gould, Richard Everson +2

Real-time assessment of near-term Air Traffic Controller (ATCO) task demand is a critical challenge in an increasingly crowded airspace, as existing complexity metrics often fail t…