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#machine learning Preprint Oct 2026

Stability Analysis of Signed Graphs under Structural Perturbations

This paper proposes a theory-guided perturbation strategy that selects structurally influential signed-edge modifications and shows that the proposed method consistently induces larger embedding drift, polarity change, and downstream link prediction degradation than baselines.

Ning Zhang, Li Zhang · 0 citations

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