Universal Artificial intelligence

Marcus Hutter - What is Intelligence? AIXI & Induction

THEORY OF UNIVERSAL LEARNING MACHINES & UNIVERSAL AI

How to learn an algorithm

https://www.quora.com/What-are-the-differences-between-Machine-Learning-and-AIXI-G%C3%B6del-Machine-regarding-the-feasibility-of-AGI

Methods/ideas

see here

• Universal search
• Hutter search
• Optimal ordered problem solver
• Godel machine

The fact that it can learn anything, reminds me a bit of how single-layer neural networks can approximate any function with enough neurons, but deep learning is much more effective. Maybe we need a more effective UAI? Or why are these ideas not catching up?

http://www.hutter1.net/

A Gentle Introduction to the Universal Algorithmic Agent AIXI

Universal Artificial Intelligence

AIXI

http://link.springer.com/chapter/10.2991/978-94-91216-62-6_5#page-1

http://people.idsia.ch/~juergen/goedelmachine.html

http://pybrain.org/

http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/

Project Malmo, which lets researchers use Minecraft for AI research, makes public debut

Solomonoff's Universal inductive inference

It is based on performing Levin search over candidate answers, to preferentially search simple ones. However, we should combine this with probabilistic heuristics that are learned from past experience (an example of Incremental learning).