SYSTEMS AND METHODS FOR STATISTICS BASED AND TOPOLOGY BASED INTEROPERABLE AI/ML MODEL MONITORING

Abstract

A method implemented by a wireless transmit/receive unit (WTRU) may include receiving configuration information including an indication of topology methods used to evaluate topology of a dataset, a metric associated with topology methods, and an identification associated with each topology method. A topology method may be selected from the topology methods indicated by the configuration information. Topological features of the dataset in the input data space and the latent data space may be determined using the selected topology method. Input space topological features may be compared to latent space topological features to determine whether a WTRU-side model satisfies the metric associated with the selected topology method, including training the WTRU-side model such that topological features in the input and latent spaces satisfy the metric. An interoperability report may be sent, including the identification associated with the selected topology method and an indication of whether the WTRU-side model satisfies the metric.

CPC Classifications