Post-hoc XAI methods in ATR systems produce spurious explanations, show instability under perturbations, and induce overtrust, rendering them insufficient for safety-critical deployment without causal grounding.
In: ICCV (2017)
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Evaluating Explainability in Safety-Critical ATR Systems: Limitations of Post-Hoc Methods and Paths Toward Robust XAI
Post-hoc XAI methods in ATR systems produce spurious explanations, show instability under perturbations, and induce overtrust, rendering them insufficient for safety-critical deployment without causal grounding.