Shuang Qiao

Out-of-distribution Neural Inference in Dynamical Ising Models

Yuan-Bin Zhu, Shuang Qiao, Shi-Ju Ran

Neural networks are increasingly used to infer hidden physical structure from dynamical observations, yet it remains unclear whether their out-of-distribution performance reflects transferable physical rule learning. We address this question in a controlled inverse problem: recon…Read more