mlsanityData to 14 Oct 2026

Instilling Organisational Values in Firefighters through Simulation-Based Training

arXiv 2512.13737 ↗First posted 14 Dec 2025cs.CY cs.AIcited by 1

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Abstract (arXiv)

In firefighting and other emergency operations, decisions made under pressure carry profound ethical weight and can significantly impact incident outcomes and firefighter safety. Traditional training methods, while foundational, often fall short in adequately preparing firefighters for the complex ethical dilemmas and value conflicts inherent in chaotic emergency environments. This paper proposes a conceptual framework for enhancing firefighter training by systematically integrating departmental values into simulation-based training. This approach fosters deeper value internalisation and improves value-driven decision-making under pressure. Furthermore, the underlying tools can also be leveraged to evaluate and refine departmental operational protocols for better alignment with preferred values.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 5 of its 27 references that are in the map. First posted on arXiv 14 Dec 2025.

Builds on

5 of 27 references.

References · 5

  1. 2017Deep reinforcement learning from human preferencescited by 3,912
  2. 2020Artificial Intelligence, Values and Alignmentcited by 448
  3. 2021A Practical Guide to Multi-Objective Reinforcement Learning and Planningcited by 256
  4. 2021Value alignment: a formal approachcited by 18
  5. 2023A computational framework for human valuescited by 10

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Citing papers per year: 2026: 1.

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