Problems in AI research and how the SP System may help to solve them

09/02/2020
by   J Gerard Wolff, et al.
0

This paper describes problems in AI research and how the SP System may help to solve them. Most of the problems are described by leading researchers in AI in interviews with science writer Martin Ford, and reported by him in his book Architects of Intelligence. These problems, each with potential solutions via SP, are: how to overcome the divide between symbolic and non-symbolic kinds of knowledge and processing; eliminating large and unexpected errors in recognition; the challenge of unsupervised learning; the problem of generalisation, with under- and over-generalisation; learning from a single exposure or experience; the problem of transfer learning; how to create learning that is fast, economical in demands for data and computer resources; the problems of transparency in results and processing; problems in the processing of natural language; problems in the development of probabilistic reasoning; the problem of catastrophic forgetting; how to achieve generality across several aspects of AI. The SP System provides a relatively promising foundation for the development of artificial general intelligence.

READ FULL TEXT
01/08/2018

Solutions to problems with deep learning

Despite the several successes of deep learning systems, there are concer...
03/10/2021

Energy Decay Network (EDeN)

This paper and accompanying Python and C++ Framework is the product of t...
09/07/2020

Transparency and granularity in the SP Theory of Intelligence and its realisation in the SP Computer Model

This chapter describes how the SP System, meaning the SP Theory of Intel...
06/19/2021

Post Selections Using Test Sets (PSUTS) and How Developmental Networks Avoid Them

This paper raises a rarely reported practice in Artificial Intelligence ...
10/09/2018

Interpreting Winograd Schemas Via the SP Theory of Intelligence and Its Realisation in the SP Computer Model

In 'Winograd Schema' (WS) sentences like "The city councilmen refused th...
06/02/2022

Artificial Open World for Evaluating AGI: a Conceptual Design

How to evaluate Artificial General Intelligence (AGI) is a critical prob...
08/12/2020

An AI based talent acquisition and benchmarking for job

In a recruitment industry, selecting a best CV from a particular job pos...