ResearchBenchmarksClassification on ChestXRay (test)Classification on ChestXRay (test)Follow67.9Accuracy (Pretrained)SMM_6462.07663.58865.166.612Jun 16, 2026Evaluation resultsMethodMethodLinksAccuracy (Pretrained)Accuracy (End-to-End)SMM_64hard monotonicity=truehard monotonicity=true2026.0667.970.1MKANhard monotonicity=true...hard monotonicity=true, per-edge functional interpretability=true2026.0667.768.7LMNhard monotonicity=truehard monotonicity=true2026.0667.670Certified2026.0662.366.3