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cond-mat.stat-mech2026
Ensemble-level loopy message passing with generalized-edge closure for percolation
L. -H. Wang, Y. -M. Du
Predicting the percolation threshold of highly clustered networks from local statistics remains difficult, because short loops break the independence assumption underlying tree-lik…
cond-mat.stat-mech2026
Reliability-Safety Trade-off in AI Distillation: A Renormalization-Group Approach
Y. M. Du, Miao-Miao Yi, Tan-Ji Zhou +1
Knowledge distillation transfers more than task competence: it also transmits response propensities, refusal policies, error boundaries, and latent safety biases. We formulate this…