Autobiography Based Prediction in a Situated AGI Agent

  • Ladislau Bölöni
Part of the Lecture Notes in Computer Science book series (LNCS, volume 8598)


The ability to predict the unfolding of future events is an important feature of any situated AGI system. The most widely used approach is to create a model of the world, initialize it with the desired start state and use it to simulate possible future scenarios. In this paper we propose an alternative approach where there is no explicit model building involved. The agent memorizes its personal autobiography in an unprocessed narrative form. When a prediction is needed, the agent aligns story-lines from the autobiography with the current story, extends them into the future, then interprets them in the terms of the current events. We describe the implementation of this approach in the Xapagy cognitive architecture and present some experiments illustrating its operation.


Situated agent Prediction Narratives 


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  1. 1.
    Anderson, J., Bothell, D., Byrne, M., Douglass, S., Lebiere, C., Qin, Y.: An integrated theory of the mind. Psychological Review 111(4), 1036 (2004)CrossRefGoogle Scholar
  2. 2.
    Anderson, J., Lebiere, C.: The atomic components of thought. Lawrence Erlbaum (1998)Google Scholar
  3. 3.
    Bölöni, L.: A cookbook of translating English to Xapi. arXiv:1304.0715 (2013)Google Scholar
  4. 4.
    Forbus, K., Riesbeck, C., Birnbaum, L., Livingston, K., Sharma, A., Ureel, L.: Integrating natural language, knowledge representation and reasoning, and analogical processing to learn by reading. In: Proc. of AAAI, pp. 1542–1547 (2007)Google Scholar
  5. 5.
    Goertzel, B., Ke, S., Lian, R., O’Neill, J., Sadeghi, K., Wang, D., Watkins, O., Yu, G.: The CogPrime architecture for embodied artificial general intelligence. In: IEEE Symposium on Computational Intelligence for Human-like Intelligence (CIHLI 2013), pp. 60–67. IEEE (2013)Google Scholar
  6. 6.
    Hanurav, T.: Optimum utilization of auxiliary information: π ps sampling of two units from a stratum. Journal of the Royal Statistical Society. Series B (Methodological), 374–391 (1967)Google Scholar
  7. 7.
    Lehman, J., Laird, J., Rosenbloom, P., et al.: A gentle introduction to Soar, an architecture for human cognition, vol. 4, pp. 211–253. MIT Press (1998)Google Scholar
  8. 8.
    Mills, C.W.: The sociological imagination. Oxford University Press (1959)Google Scholar
  9. 9.
    Mueller, E.: Understanding script-based stories using commonsense reasoning. Cognitive Systems Research 5(4), 307–340 (2004)CrossRefGoogle Scholar
  10. 10.
    Parsons, T.: The social system. Psychology Press (1951)Google Scholar
  11. 11.
    Rosenbloom, P.S.: Rethinking cognitive architecture via graphical models. Cognitive Systems Research 12(2), 198–209 (2011)CrossRefGoogle Scholar
  12. 12.
    Schank, R., Abelson, R., et al.: Scripts, plans, goals and understanding: An inquiry into human knowledge structures, vol. 2. Lawrence Erlbaum Associates Nueva Jersey (1977)Google Scholar
  13. 13.
    Schubert, L., Hwang, C.: Episodic Logic meets Little Red Riding Hood: A comprehensive, natural representation for language understanding. Natural Language Processing and Knowledge Representation: Language for Knowledge and Knowledge for Language, 111–174 (2000)Google Scholar
  14. 14.
    Vijayan, K.: An exact π ps sampling scheme-generalization of a method of hanurav. Journal of the Royal Statistical Society. Series B (Methodological), 556–566 (1968)Google Scholar
  15. 15.
    Winston, P.H.: The strong story hypothesis and the directed perception hypothesis. In: Langley, P. (ed.) Technical Report FS-11-01, Papers from the AAAI Fall Symposium, pp. 345–352. AAAI Press, Menlo Park (2011)Google Scholar

Copyright information

© Springer International Publishing Switzerland 2014

Authors and Affiliations

  • Ladislau Bölöni
    • 1
  1. 1.Dept. of Electrical Engineering and Computer ScienceUniversity of Central FloridaOrlandoUSA

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