Table of Contents: The Road to General Intelligence.

Cover Image

QR Code

The Road to General Intelligence.

Bibliographic Details
Main Author:	Swan, Jerry.
Other Authors:	Nivel, Eric., Kant, Neel., Hedges, Jules., Atkinson, Timothy., Steunebrink, Bas.
Format:	eBook
Language:	English
Published:	Cham : Springer International Publishing AG, 2022.
Edition:	1st ed.
Series:	Studies in Computational Intelligence Series
Subjects:	Electronic books.
Online Access:	Click to View

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.