3 papers
quant-ph2026
Universal Scaling of the Minimum Error Probability in Qualification of Quantum States
Zhaoyu Fei, Yaotian Li, Weicheng Huang +2
Qualification of quantum states judges which of two sets of quantum states an unknown state lies in, where the two sets are labeled by two distinct parameter regions. We formulate…
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…