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Blameworthiness in Multi-Agent Settings

AAAI 2019 · Multi-agent systems and games › Cooperative multi-agent RL · approach: MARL benchmarks and grouping · 19 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Lower the cost of changing one's vote from $2000 to $500Agent 2 under the group-blame apportionment method · Committee voting exampleindividual blameworthiness: ≈0.073 -> ≈0.120Helped
Make social pressure less effective, increasing each agent's yes-vote probability by n × 3% rather than n × 5%Group blameworthiness method · Committee voting examplegroup blameworthiness: ≈0.390 -> ≈0.317Hurt
Increase the cost of social pressure from n × 100 to n × 150Group blameworthiness method · Committee voting examplegroup blameworthiness: ≈0.390 -> ≈0.361Hurt
Lower other agents' initial yes-vote probability from 60% to 40%Group blameworthiness method · Committee voting examplegroup blameworthiness: ≈0.390 -> ≈0.560Helped
Vote yes rather than noAgent 6 under the group-blame apportionment method · Committee voting exampleindividual blameworthiness: ≈0.073 -> ≈0.022Hurt
Vote yes rather than noGroup blameworthiness method · Committee voting examplegroup blameworthiness: ≈0.390 -> ≈0.157Hurt
Account for feasible collective coordination and its cost when assessing responsibilityGroup blameworthiness method · Tragedy of the Commonsgroup blameworthinessHelped
Use the Shapley value to apportion group blame among individualsIndividual blameworthiness derived from group blameworthiness · Multi-agent settingsaxiom satisfactionHelped

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