Stanford University
CS 227: Reasoning Methods in Artificial Intelligence - Syllabus
Spring 2007

Syllabus Materials
Uploaded files viewable by Stanford comunity only.

Title Format Added On
Honor Code
HTML Document 24 Mar 2007

Reasoning Methods in Artificial Intelligence (CS227)

Reading list

All papers in this reading list are available on the Web (linked below) or in the course reader available at the Stanford Bookstore.
  1. Mitchell, D., Selman, B., and Levesque, H. (1992). Hard and Easy Distributions of SAT Problems. In Procs. of AAAI-92, 459-465.
  2. Selman, B., Levesque, H., and Mitchell, D. (1992). A New Method for Solving Hard Satisfiability Problems. In Procs. of AAAI-92, 440-446.
  3. Gent, I., and Walsh, T. (1993). Towards an Understanding of Hill-climbing Procedures for SAT. In Procs. of AAAI-93, 28-33.
  4. Selman, B., Kautz, H., and Cohen, B. (1994). Noise Strategies for Improving Local Search. In Procs. of AAAI-94, 337-343.
  5. Li, C. and Anbulagan. (1997). Heuristics Based on Unit Propagation for Satisfiability Problems. In Procs. of IJCAI-97.
  6. Moskewicz, M., Madigan, C., Zhao, Y., Zhang, L., Malik, S. (2001). Chaff: Engineering an Efficient SAT Solver. In Procs. of DAC-2001.
  7. Wu, Z. and Wah, B. (1999). Trap Escaping Strategies in Discrete Lagrangian Methods for Solving Hard Satisfiability and Maximum Satisfiability Problems. Procs. of AAAI-99, 673-678.
  8. Van Hentenryck, P., Deville, Y., and Teng, C. (1992). A Generic Arc-Consistency Algorithm and its Specializations. Artificial Intelligence 57, 291-321.
  9. Prosser, P. (1993). Hybrid Algorithms for the Constraint Satisfaction Problem. Computational Intelligence 9(3), 268-299.
  10. Bacchus, F. and van Run, P. (1995). Dynamic Variable Ordering in CSPs. Principles and Practice of Constraint Programming - CP-95, 258-275.
  11. Kondrak, G. and van Beek, P. (1997). A Theoretical Evaluation of Selected Backtracking Algorithms. Artificial Intelligence 89, 365-387.
  12. Ginsberg, M. (1993). Dynamic Backtracking. JAIR 1, 25-46.
  13. Bayardo, R. and Schrag, R. (1997). Using CSP Look-back Techniques to Solve Real-world SAT instances. In Procs. of AAAI-97, 203-208.
  14. Jegou, P. and Terrioux, C. (2003) Hybrid Backtracking Bounded by Tree-Decomposition of Constraint Networks. Artificial Intelligence 146 43-75.
  15. Gent, I. and Smith, B. (2003) Symmetry Breaking During Search in Constraint Programming. Procs. of ECAI-2000.
  16. Dechter, R., Meiri, I., and Pearl, J. (1991). Temporal Constraint Networks. Artificial Intelligence 49, 61-95.
  17. Smith, S. and Cheng, C. (1993). Slack-based Heuristics for Constraint Satisfaction Scheduling. In Procs. of AAAI-93, 139-144.
  18. Laborie, P., (2003) Algorithms for Propagating Resource Constraints in AI Planning and Scheduling: Existing Approaches and New Results. In Artificial Intelligence 143, 151-188.
  19. Muscettola, N. (2002). Computing the Envelope for Stepwise-Constant Resource Allocations. In Principles and Practice of Constraint Programming, 139-154.
  20. Blum, A. and Furst, M. (1997). Fast Planning Through Planning Graph Analysis. Artificial Intelligence 90, 281-300.
  21. Kautz, H. and Selman, B. (1999). Unifying SAT-based and Graph-based Planning. In Procs. of IJCAI-99.
  22. Bonet , B. and Geffner, H. (1999). Planning as Heuristic Search: New Results. Procs. of ECP-99, 360-372. (Springer)
  23. Gerevini, A. and Serina I. (2002). LPG: a planner based on local search for planning graphs. In Procs of AIPS-02, 13?22.
  24. Nguyen, X. and Kambhampati K. (2000). Extracting Effective and Admissible State Space Heuristics from the Planning Graph. In Procs. of AAAI-2000.
  25. Frank, J. and Jonsson, A (2003) Constraint-Based Attribute and Interval Planning. Constraints 8 339-364.
  26. 26. R-Moreno, M.D., Oddi, A, Borrajo,, D., and Cesta, A. (2006) IPSS: A Hybrid Approach to Planning and Scheduling Integration. IEEE Trans. On KDE 18 1681-1695.

Go back to the page content



30 Mar 2007 - 9:36 PM Stanford University Academic Computing HelpSU

A division of Stanford University Libraries and Academic Information Resources
Copyright © 2001- by Board of Trustees of the Leland Stanford Junior University.
Go back to the page content
CWC: 3.3.SOE_RC6 :
dtl: syllabus/admin/mastersyllabuspublic.dtl $Revision: 1.2.6.3.2.1 $