Can Machines Design? An Artificial General Intelligence Approach

06/06/2018
by   Andreas Makoto Hein, et al.
0

Can machines design? Can they come up with creative solutions to problems and build tools and artifacts across a wide range of domains? Recent advances in the field of computational creativity and formal Artificial General Intelligence (AGI) provide frameworks for machines with the general ability to design. In this paper we propose to integrate a formal computational creativity framework into the Gödel machine framework. We call this machine a design Gödel machine. Such a machine could solve a variety of design problems by generating novel concepts. In addition, it could change the way these concepts are generated by modifying itself. The design Gödel machine is able to improve its initial design program, once it has proven that a modification would increase its return on the utility function. Finally, we sketch out a specific version of the design Gödel machine which specifically aims at the design of complex software and hardware systems. Future work could be the development of a more formal version of the Design Gödel machine and a potential implementation.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/07/2021

The future of human-AI collaboration: a taxonomy of design knowledge for hybrid intelligence systems

Recent technological advances, especially in the field of machine learni...
research
03/07/2017

Design of the Artificial: lessons from the biological roots of general intelligence

Our desire and fascination with intelligent machines dates back to the a...
research
04/10/2019

A review on Neural Turing Machine

One of the major objectives of Artificial Intelligence is to design lear...
research
11/21/2020

A Formal Approach to the Co-Design of Embodied Intelligence

We consider the problem of formally co-designing embodied intelligence a...
research
02/28/2022

Curb Your Self-Modifying Code

Self-modifying code has many intriguing applications in a broad range of...
research
07/18/2023

Crème de la Crem: Composable Representable Executable Machines (Architectural Pearl)

In this paper we describe how to build software architectures as a compo...
research
04/26/2017

The MacGyver Test - A Framework for Evaluating Machine Resourcefulness and Creative Problem Solving

Current measures of machine intelligence are either difficult to evaluat...

Please sign up or login with your details

Forgot password? Click here to reset