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When Can the Defender Effectively Deceive Attackers in Security Games?

AAAI 2022 · Learning theory and algorithms › Submodular and game algorithms · approach: Opponent modeling and subgame solving · 7 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use deceptive coverage against an attacker who believes the observed coverageDefender in SeGDC · Generated SSGsdefender utilityHelped
Use deceptive coverage against a maximin attackerDefender in SeGDC · Generated SSGsdefender utilityHelped
Use deceptive coverage against an equilibrium-reasoning attackerDefender in SeGDC · Generated SSGsdefender utilityHurt
Use equilibrium reasoning to respond to defender deception rather than the standard SSE settingAttacker in SeGDC · Generated SSGsattacker utilityNo clear effect
Increase the deception interval from αi = βi = 0.05 to αi = βi = 0.15Defender in SeGDC against ignorant or maximin attacks · Generated SSGsdefender utilityHelped
Use a maximin response instead of an ignorant response to deceptionAttacker in SeGDC · Generated SSGsattacker utilityHelped
Use defender deception rather than no deception when the attacker uses a maximin responseDefender with k < L · General SeGDCdefender utilityHurt
Use defender deception rather than no deception when the attacker uses a maximin responseDefender with k ≥ L and no resource-allocation constraint · General SeGDCdefender utilityNo clear effect
Use equilibrium deception, which removes the defender’s first-mover advantageDefender in SeGDC · General SeGDCdefender utilityHurt

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