ORACLE: Anticipating Scams from Partial Trajectories in Streaming App Usage

Researchers introduced ORACLE, an online reasoning framework that anticipates smartphone scams from partial app-usage trajectories.

It adds a long-horizon streaming benchmark, a context manager that accumulates fragmented evidence, and self-distillation to catch emerging fraud patterns.

The approach aims to trigger earlier scam warnings using incomplete mobile behavior data while reducing false alarms.