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Traceable Metamorphic Test Cases for Robust Safety‐Critical Systems: A Deep Learning LiDAR Object Detector Example

open access: yesSoftware Testing, Verification and Reliability, Volume 36, Issue 3-4, May–June 2026.
Metamorphic testing faces the challenge of providing a traceable argumentation for why a certain metamorphic relation (MR) was chosen. We propose a methodology to create MRs by linking them to defect hypotheses. We identify eight defect‐based MRs and show how failures can be prioritized by adjusting test evaluation parameters.
Simon Speth   +3 more
wiley   +1 more source

Liver Metabolomic Profiling Reveals Distinct Signatures Between Steatosis and Metabolic Dysfunction-Associated Steatohepatitis. [PDF]

open access: yesLiver Int
Palomurto S   +14 more
europepmc   +1 more source

Structural basis of undecaprenyl phosphate glycosylation leading to polymyxin resistance in Gram-negative bacteria. [PDF]

open access: yesNat Commun
Ashraf KU   +8 more
europepmc   +1 more source

Mechanistic snapshots of lipid-linked sugar transfer. [PDF]

open access: yesNat Commun
Morgan RT   +16 more
europepmc   +1 more source

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