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Open Access

Human Morality Difference when Programming and Actually Operating Autonomous Machines

Department of Automation, Tsinghua University, Beijing 100084, China
College of Information Science and Engineering, China University of Petroleum, Beijing 102249, China
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Abstract

Autonomous machines (AMs) are poised to possess human-like moral cognition, yet their morality is often pre-programmed for safety. This raises the question of whether the morality intended by programmers aligns with their actions during actual operation, a crucial consideration for a future society with both humans and AMs. Investigating this, we use a micro-robot swarm in a simulated fire scenario, with 180 participants, including 102 robot programmers, completing moral questionnaires and participating in virtual escape trials. These exercises mirror common societal moral dilemmas. Our comparative analysis reveals a “morality gap” between programming presets and real-time operation, primarily influenced by uncertainty about the future and heightened by external pressures, especially social punishment. This discrepancy suggests that operational morality can diverge from programmed intentions, underlining the need for careful AM design to foster a collaborative and efficient society.

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Tsinghua Science and Technology
Pages 1648-1658

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Cite this article:
Yi W, Wu W, Chen M, et al. Human Morality Difference when Programming and Actually Operating Autonomous Machines. Tsinghua Science and Technology, 2025, 30(4): 1648-1658. https://doi.org/10.26599/TST.2024.9010062

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Received: 28 December 2023
Revised: 20 March 2024
Accepted: 25 March 2024
Published: 03 March 2025
© The Author(s) 2025.

The articles published in this open access journal are distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/).