UAD has a wide range of applications, e.g., industrial

Modeling a system'stemporal behaviour in reaction to external stimuli is a fundamentalprobleminmanyareas.

This makesthe performance ofNAS approaches inmore diverse areas poorly understood.

These have the opposite properties, with DRL having good sample efficiencyandpoor stability, while ESbeing vice versa. Recently,there havebeen attempts tocombine these algorithms, butthesemethods fullyrelyonsynchronous updatescheme, making it not ideal to maximize the benefits of the parallelism in ES.

Decision trees are widely used in many settings where interpretable models are preferred orrequired.

We also collect official crash reports from the Tennessee DepartmentofTransportation TrafficManagement Centerandmanuallylabelall other potential anomalies inthe dataset.

We construct two types of testers, exhibiting tradeoffs between sample complexity and computational complexity. Finally, we provide a two-way reduction between testing a subclass of multivariate product distributions and testing univariate distributions,and thereby obtainupper and lower bounds for testingthis subclassof product distributions.