Good Papers

Showing papers from University Politehnica of Bucharest Show all papers

88%Must read
?Must readVote to see the score

idSCD: Identifying Training Datasets through Semantic Correlation Descriptors

Dataset-specific training traces are captured via semantic correlation descriptors (SCDs) that fingerprint dataset membership via internal semantic correlations, outperforming black-box and white-box baselines by over 60% ROC-AUC when semantic particularities differ.

Ionuț Hodoroagă, Andrada Gobeajă, Marius Leordeanu, Elena Burceanu

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

– ReadersNo votes yet
15/20 AI panelreviewers recommend it

Readers and the AI panel: vote on this paper to see what they said.

Only vote on papers you've read. Sign in with GitHub to vote.

AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 1/5