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Long-Bing Cao

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#artificial intelligence Review Jun 2026

Counterfactual Fragility Certificates: Exposing High-Confidence Brittleness under Structured Evidence Failure

Counterfactual Fragility Certificates (CFC), a model-agnostic protocol-level audit certificate-not a formal robustness certificate-that maps each prediction into an ordered evidence-failure trajectory summarized by greedy flip budget, normalized margin-collapse area, degradation thresholds, and fragility dominance scor...

Filippo Cenacchi, Long-Bing Cao, Run-Ze Yang · 0 citations