15-889 AI Planning and Learning
Readings

  • Integrating planning and learning: The Prodigy architecture,
    Manuela M. Veloso, Jaime Carbonell, M. Alicia P\'erez, Daniel Borrajo, Eugene Fink, and Jim Blythe.
    Journal of Experimental and Theoretical Artificial Intelligence , 7(1):81--120, 1995.

  • An introduction to least-commitment planning,
    Daniel Weld.
    Artificial Intelligence Magazine, 27--61, Winter 1994.

  • Linkability: Examining causal link commitments in partial-order planning,
    Manuela M. Veloso and Jim Blythe.
    In Proceedings of the Second International Conference on AI Planning Systems, pages 170--175, June 1994.

  • FLECS: Planning with a flexible commitment strategy,
    Manuela M. Veloso and Peter Stone.
    Journal of Artificial Intelligence Research, 3:25--52, 1995.

  • Fast planning through planning graph analysis,
    Avrim Blum and Merrick Furst.
    Artificial Intelligence, 90:281--300, 1997.

  • Pushing the envelope: planning, propositional logic, and stochastic search,
    Henry Kautz and Bart Selman.
    Proceedings of AAAI-96, 1194--1201, 1996.

  • Generating Project Networks, Austin Tate, Proceedings of IJCAI 1977, also in Readings in Planning, eds. Allen, Hendler, Tate, Morgan Kaufmann, 1990.

  • HTN Planning: Complexity and Expressivity, Kutluhan Erol et. al. Proceedings of AAAI 1994, Seattle WA, 1994.

  • Learning Abstraction Hierarchies for Problem Solving, Craig Knoblock, Proceedings of AAAI 1990, 1990.

  • Temporal Data Base Management, Tom Dean and Drew McDermott, Artificial Intelligence 32:1, pp 1-55, 1987.

  • Maintaining Knowledge About Temporal Intervals, James Allen CACM 23:2, pp 123-154, 1984.

  • Integrating Metric and Qualitative Temporal Reasoning, Kautz and Ladkin, Proceedings of AAAI-91, Anaheim CA, pp 241-246, 1991.

  • A Theory of Debugging Plans and Interpretations, Reid Simmons, Proceedings of AAAI-88, St. Paul MN, pp 94-99, 1988.

  • Explaining and Repairing Plans that Fail, Kris Hammond, Artificial Intelligence, 45:1, pp 173-228, 1990.

  • A Computer Model of Skill Acquisition, Gerald Sussman, American Elsevier, 1977.

  • A Theory of Plan Modification, Subarrao Kambhampati, Proceedings of AAAI-90, Boston MA, 1991.