Computational Approaches to Representation Change during Learning and Development

Papers from the 2007 AAAI Fall Symposium

Clayton T. Morrison and Tim Oates, Program Cochairs

Technical Report FS-07-03. Published by The AAAI Press, Menlo Park, California

This technical report is also available in book and CD format.

Please Note: Abstracts are linked to individual titles, and will appear in a separate browser window. Full-text versions of the papers are linked to the abstract text. Access to full text may be restricted to AAAI members. PDF file sizes may be large!

Organizing Committee / 1
Clayton T. Morrison and Tim Oates

Children's Rational Exploration / 1
Elizabeth Baraff Bonawitz, Laura Schulz

Handling Representation Changes by Autistic Reasoning / 9
Boris Galitsky

Representing Systems with Hidden State / 17
Christopher Hundt, Prakash Panagaden, Joelle Pineau, Doina Precup

Representation Discovery in Planning using Harmonic Analysis / 24
Jeff Johns, Sarah Osentoski, Sridhar Mahadevan

Handling Granularity Differences in Knowledge Integration / 32
Doo Soon Kim, Bruce Porter

Autonomous Robot Learning of Foundational Representations / 39
Benjamin Kuipers

Changing Semantic Role Representations with Holographic Memory / 40
Simon D. Levy

Exploring Massive Learning via a Prediction System / 46
Omid Madani

Prediction Games in Infinitely Rich Worlds / 54
Omid Madani

Representation Change in the Marchitecture / 56
Marc Pickett I, Don Miner

Automatic Development from Pixel-level Representation to Action-level Representation in Robot Navigation / 58
Jefferson Provost