theses
Machine Super Intelligence
Shane Legg. Department of Informatics, University of Lugano, June 2008.
thesis
Hard cover copies $18 plus shipping at lulu.com
Solomonoff Induction
Shane Legg. Technical Report CDMTCS-030. Centre for Discrete Mathematics and Theoretical Computer Science. University of Auckland, March 1997.
thesis
journal papers
Universal Intelligence: A Definition of Machine Intelligence
Shane Legg and Marcus Hutter. In Minds and Machines, pages 391-444, volume 17, number 4, November 2007.
paper
Fitness Uniform Optimization
Marcus Hutter and Shane Legg. In IEEE Transactions on Evolutionary Computation, pages 568-589, volume 10, number 5, October 2006.
paper
book chapters
Algorithmic Probability Theory
Marcus Hutter, Shane Legg and Paul Vitanyi. In Scholarpedia, page 19046, August 2007.
article
On the Limits of Learning with Computational Models
Shane Legg, Jan Poland and Thomas Zeugmann. In Knowledge Media Science, 2008.
Solving Problems with Finite Test Sets
Cristian Calude, Helmut Jürgensen and Shane Legg. In Finite versus Infinite: Contributions to an Eternal Dilemma, pages 39-52, Springer-Verlag, London, 1999.
paper
conference papers
Portfolio Selection with Narrow Framing: Probability Weighting Matters
Enrico G. De Giorgi and Shane Legg. In Proc. 15th International Conference of Computing in Economics and Finance Sydney, Australia, 2009.
paper
Temporal Difference Updating without a Learning Rate
Marcus Hutter and Shane Legg. In Neural Information Processing Systems (NIPS ‘07). To appear 2008.
paper
Tests of Machine Intelligence. Shane Legg and Marcus Hutter. In Proc. 50th Anniversary Summit of Artificial Intelligence, Monte Verità, Switzerland. 2007.
paper
A Collection of Definitions of Intelligence
Shane Legg and Marcus Hutter. In B. Goertzel, editor, Proc. 1st Annual artificial general intelligence workshop, 2006.
paper
Is there an Elegant Universal Theory of Prediction?
Shane Legg. In Proc. 17th International Conf. on Algorithmic Learning Theory (ALT’06), pages 274-287, Barcelona, 2006.
paper
slides
A Formal Measure of Machine Intelligence
Shane Legg and Marcus Hutter. In Proc. Annual machine learning conference of Belgium and The Netherlands (Benelearn-2006). Ghent, 2006.
paper
talk slides
Fitness Uniform Deletion: A simple way to preserve diversity
Shane Legg and Marcus Hutter. In Proc. Genetic and Evolutionary Computation Conference (GECCO ‘05). Pages 1271-1279, Washington, 2005. ACM SigEvo.
paper
Tournament versus Fitness Uniform Selection
Shane Legg, Marcus Hutter and Akshat Kumar. In Proc. Congress of Evolutionary Computation (CEC ‘04). 2004.
paper
Minimum Information Estimation of Linear Regression Models
Shane Legg. In Proc. Information, Statistics and Induction in Science. Pages 103-111, 1996.
An MDL Estimate of the Significance of Rules
John Cleary, Shane Legg and Ian Witten. In Proc. Information, Statistics and Induction in Science. Pages 43-45, 1996.
paper
Objective Evaluation of Inferred Context-Free Grammars
Tony Smith, Ian Witten, John Cleary and Shane Legg. Australian and New Zealand Conference on Intelligent Information Systems. Pages 393-396, 1994.
paper
conference posters
A Formal Definition of Intelligence for Artificial Systems.
Shane Legg and Marcus Hutter. In Proc. 50th Anniversary Summit of Artificial Intelligence, Monte Verità, Switzerland, July 2006.
abstract
poster
Incompleteness and Artificial Intelligence
Shane Legg. In Collegium Logicum of the Kurt Gödel Society. Vienna, April 2006.
extended abstract
poster
A Universal Measure of Intelligence for Artificial Agents
Shane Legg and Marcus Hutter. In Proc. 21st International Joint Conf. on Artificial Intelligence (IJCAI 2005). Edinburgh, 2005.
extended abstract
technical reports
Ergodic MDPs admit self-optimising policies
Shane Legg and Marcus Hutter. Technical Report IDSIA-21-04, IDSIA, 2004.
paper
A taxonomy for abstract environments
Shane Legg and Marcus Hutter. Technical Report IDSIA-20-04, IDSIA, 2004.
paper
