Hierarchical ODE: Learning Continuous-Time Physical Prototypes for Early Link Failure Detection

Jiaen Lv, Leran Qi, Shaowei Wang

Time series prototype learning is fundamentally challenged by observational ambiguity. Discrete architectures fail to resolve this, as they lack the capacity to decouple stochastic…