The Artificial Intelligence Quotient: Measuring Machine Intelligence Based on Multi-Domain Complexity, Similarity, and Diversity

The Artificial Intelligence Quotient (AIQ) structures domain side measurements into a clear and consistent framework that can be utilized to measure an AI system’s intelligence.

Read Full Text

Novetly in 3D CartPole Domain

This chapter expands on the underlying theory and applies it to a 3D CartPole domain. We introduce a Weibull Open World control-agent (WOW-agent) that uses Extreme Value Theory (EVT) to convert dissimilarity to probability of novelty.

Read Full Text

Novelty in 2D CartPole Domain

In this chapter, we apply the constructs defined in Chapter 1 to the relatively simple domain of 2D CartPole. We consider different versions of CartPole agents to highlight the different effects of novelties on an agent.

Read Full Text

Weibull-Open-World (WOW) Multi-Type Novelty Detection in CartPole3D

This paper expands on a recent unified framework to develop an operational theory for novelty that includes multiple (sub)types of novelty.

Read Full Text