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Geometry Is Not Robustness: A Trajectory-Level Study of PGD Evaluation
Author1, Author2, Author3, Author4, Author5
adversarial robustnessPGDtrajectory analysismodel evaluation
2608.14594
Builder Relevance
1h ago70%
Abstract
This paper investigates the effectiveness of trajectory-level diagnostics in evaluating adversarial robustness of models under PGD attacks.
Reality Card
Core Claim
Trajectory-level diagnostics do not independently measure adversarial robustness and should be used as complementary tools rather than replacements for standard robustness measurements.
Method / Result
Recorded full PGD trajectories across 3000 clean-correct samples per model.
Limitations
Trajectory metrics do not contribute equally to identifying robustness strength across different models.
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