The Road to General Intelligence.

• Superior document: Studies in Computational Intelligence Series ; v.1049
• Author: Swan, Jerry.
• TeilnehmendeR: Nivel, Eric.; Kant, Neel.; Hedges, Jules.; Atkinson, Timothy.; Steunebrink, Bas.
• Place / Publishing House: Cham : : Springer International Publishing AG,, 2022.; ©2022.
• Year of Publication: 2022
• Edition: 1st ed.
• Language: English
• Series: Studies in Computational Intelligence Series
• Physical Description: 1 online resource (142 pages)

Table of Contents

• Intro
• Foreword by Melanie Mitchell
• Foreword by David Spivak
• Contents
• 1 Introduction
• Part I Requirements
• 2 Background
• 2.1 What we Mean by General Intelligence
• 2.2 Science as Extended Mind
• 2.3 The Death of `Good Old-Fashioned AI'
• 3 Where is My Mind?
• 3.1 A Sanity Check
• 3.2 Real-World Machine Learning
• 4 Challenges for Deep Learning
• 4.1 Compositionality
• 4.2 Strong Typing
• 4.3 Reflection
• 4.4 Implications and Summary
• 5 Challenges for Reinforcement Learning
• 5.1 A Priori Reward Specification
• 5.2 Sampling: Safety and Efficiency
• 6 Work on Command: The Case for Generality
• 6.1 Goals and Constraints
• 6.2 Planning
• 6.3 Anytime Operation
• Part II Semantically Closed Learning
• 7 Philosophy
• 7.1 The Problem of Machine Induction
• 7.2 Semantically Closed Learning (SCL)
• 7.3 Baseline Properties of SCL
• 7.4 High-Level Inference Mechanisms of SCL
• 7.5 Intrinsic Motivation and Unsupervised Learning
• 8 Architecture
• 8.1 SCL as a Distributed/Localist Hybrid
• 8.2 Reference Architecture
• 9 A Compositional Framework
• 9.1 Categorical Cybernetics
• 9.2 Hypothesis Generation
• 9.3 Abstraction and Analogy
• 9.4 Abduction
• 10 2nd Order Automation Engineering
• 10.1 Behavioral System Engineering
• 10.2 Reactive Synthesis
• 10.3 Proactive Synthesis
• 10.4 Safety
• 11 Prospects
• 11.1 Summary
• 11.2 Research Topics
• 11.2.1 Choice of Expression Language
• 11.2.2 Compositional Primitives
• 11.2.3 Links with Behavioral Control
• 11.2.4 Pragmatics via `Causal Garbage Collection'
• 11.3 Conclusion
• Appendix Bibliography.