MACHINE AND HUMAN BIASES: A CHALLENGE TO LETHAL AUTONOMOUS WEAPONS REGULATION

Bias in lethal autonomous weapons is twofold: in the machine (data and model choices across the lifecycle) and in use (automation bias in human-machine interaction). Recent GGE-CCW position statements and documents converge on obligations to detect, correct, and mitigate both, but they remain nonbinding and operationally thin. A legally binding instrument that guarantees standards are verifiably met could minimize the dangers of this inheritance feature of AI-powered systems.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-11-05
DOI
https://doi.org/10.5281/zenodo.17913093
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

MACHINE AND HUMAN BIASES: A CHALLENGE TO LETHAL AUTONOMOUS WEAPONS REGULATION

Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

MACHINE AND HUMAN BIASES: A CHALLENGE TO LETHAL AUTONOMOUS WEAPONS REGULATION

article en

Abstract

Bias in lethal autonomous weapons is twofold: in the machine (data and model choices across the lifecycle) and in use (automation bias in human-machine interaction). Recent GGE-CCW position statements and documents converge on obligations to detect, correct, and mitigate both, but they remain nonbinding and operationally thin. A legally binding instrument that guarantees standards are verifiably met could minimize the dangers of this inheritance feature of AI-powered systems.

Zenodo (CERN European Organization for Nuclear Research)
University of Coimbra (PT)
Peace, Justice and strong institutions
Openalex Percentile: Top 31%
Ethics and Social Impacts of AI
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MACHINE AND HUMAN BIASES: A CHALLENGE TO LETHAL AUTONOMOUS WEAPONS REGULATION · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS