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Satisfiability Modulo Theories

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Handbook of Model Checking

Abstract

Satisfiability Modulo Theories (SMT) refers to the problem of determining whether a first-order formula is satisfiable with respect to some logical theory. Solvers based on SMT are used as back-end engines in model-checking applications such as bounded, interpolation-based, and predicate-abstraction-based model checking. After a brief illustration of these uses, we survey the predominant techniques for solving SMT problems with an emphasis on the lazy approach, in which a propositional satisfiability (SAT) solver is combined with one or more theory solvers. We discuss the architecture of a lazy SMT solver, give examples of theory solvers, show how to combine such solvers modularly, and mention several extensions of the lazy approach. We also briefly describe the eager approach in which the SMT problem is reduced to a SAT problem. Finally, we discuss how the basic framework for determining satisfiability can be extended with additional functionality such as producing models, proofs, unsatisfiable cores, and interpolants.

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References

  1. Ackermann, W.: Solvable Cases of the Decision Problem. North-Holland, Amsterdam (1954)

    MATH  Google Scholar 

  2. Amjad, H.: A compressing translation from propositional resolution to natural deduction. In: Konev, B., Wolter, F. (eds.) Intl. Symp. on Frontiers of Combining Systems (FroCoS). LNCS, vol. 4720, pp. 88–102. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  3. Armando, A., Castellini, C., Giunchiglia, E.: SAT-based procedures for temporal reasoning. In: Biundo, S., Fox, M. (eds.) European Conf. on Planning (ECP). LNCS, vol. 1809, pp. 97–108. Springer, Heidelberg (2000)

    Google Scholar 

  4. Armando, A., Mantovani, J., Platania, L.: Bounded model checking of software using SMT solvers instead of SAT solvers. In: Valmari, A. (ed.) Intl. Workshop on Model Checking Software (SPIN). LNCS, vol. 3925, pp. 146–162. Springer, Heidelberg (2006)

    Chapter  MATH  Google Scholar 

  5. Audemard, G., Bertoli, P., Cimatti, A., Korniłowicz, A., Sebastiani, R.: A SAT-based approach for solving formulas over Boolean and linear mathematical propositions. In: Voronkov, A. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 2392, pp. 195–210. Springer, Heidelberg (2002)

    Google Scholar 

  6. Baader, F., Nipkow, T.: Term Rewriting and All That. Cambridge University Press, Cambridge (1998)

    Book  MATH  Google Scholar 

  7. Babić, D.: Exploiting structure for scalable software verification. Ph.D. thesis, University of British Columbia (2008)

    Google Scholar 

  8. Ball, T., Majumdar, R., Millstein, T.D., Rajamani, S.K.: Automatic predicate abstraction of C programs. In: Burke, M., Soffa, M.L. (eds.) Conf. on Programming Language Design and Implementation (PLDI), pp. 203–213. ACM, New York (2001)

    Google Scholar 

  9. Barrett, C., Berezin, S.: A proof-producing Boolean search engine. In: Intl. Workshop on Pragmatics of Decision Procedures in Automated Reasoning (PDPAR) (2003)

    Google Scholar 

  10. Barrett, C., Conway, C., Deters, M., Hadarean, L., Jovanovic, D., King, T., Reynolds, A., Tinelli, C.: CVC4. In: Gopalakrishnan, G., Qadeer, S. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 6806, pp. 171–177. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  11. Barrett, C., Nieuwenhuis, R., Oliveras, A., Tinelli, C.: Splitting on demand in SAT modulo theories. In: Hermann, M., Voronkov, A. (eds.) Intl. Conf. on Logic for Programming, Artificial Intelligence, and Reasoning (LPAR). LNCS, vol. 4246, pp. 512–526. Springer, Heidelberg (2006)

    Chapter  MATH  Google Scholar 

  12. Barrett, C., Sebastiani, R., Seshia, S., Tinelli, C.: Satisfiability modulo theories. In: Biere, A., Heule, M.J.H., van Maaren, H., Walsh, T. (eds.) Handbook of Satisfiability, vol. 185, pp. 825–885. IOS Press, Amsterdam (2009)

    Google Scholar 

  13. Barrett, C., Shikanian, I., Tinelli, C.: An abstract decision procedure for a theory of inductive data types. J. Satisf. Boolean Model. Comput. 3, 21–46 (2007)

    MathSciNet  MATH  Google Scholar 

  14. Barrett, C., Stump, A., Tinelli, C.: The Satisfiability Modulo Theories Library (SMT-LIB) (2010). www.smtlib.org

  15. Barrett, C., Stump, A., Tinelli, C.: The SMT-LIB Standard: Version 2.0. In: Intl. Workshop on Satisfiability Modulo Theories (SMT) (2010)

    Google Scholar 

  16. Barrett, C., Stump, A., Tinelli, C.: The SMT-LIB Standard: Version 2.0. Tech. rep., Department of Computer Science, University of Iowa (2010)

    Google Scholar 

  17. Barrett, C., Tinelli, C.: CVC3. In: Damm, W., Hermanns, H. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 4590, pp. 298–302. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  18. Barrett, C.W., Dill, D.L., Levitt, J.R.: A decision procedure for bit-vector arithmetic. In: Chawla, B.R., Bryant, R.E., Rabaey, J.M. (eds.) Design Automation Conf. (DAC), pp. 522–527. ACM, New York (1998)

    Google Scholar 

  19. Barrett, C.W., Dill, D.L., Stump, A.: Checking satisfiability of first-order formulas by incremental translation to SAT. In: Brinksma, E., Larsen, K.G. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 2404, pp. 236–249 (2002)

    Chapter  Google Scholar 

  20. Barrett, C.W., de Moura, L., Stump, A.: Design and results of the first satisfiability modulo theories competition (SMT-COMP 2005). J. Autom. Reason. 35(4), 373–390 (2005)

    Article  MATH  Google Scholar 

  21. Berezin, S., Ganesh, V., Dill, D.L.: An online proof-producing decision procedure for mixed-integer linear arithmetic. In: Garavel, H., Hatcliff, J. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 2619, pp. 521–536. Springer, Heidelberg (2003)

    Google Scholar 

  22. Biere, A., Heule, M.J.H., van Maaren, H., Walsh, T. (eds.): Handbook of Satisfiability. Frontiers in Artificial Intelligence and Applications, vol. 185. IOS Press, Amsterdam (2009)

    MATH  Google Scholar 

  23. Biere, A., Kroening, D.: SAT-based model checking. In: Clarke, E.M., Henzinger, T.A., Veith, H., Bloem, R. (eds.) Handbook of Model Checking. Springer, Heidelberg (2018)

    Google Scholar 

  24. Bjørner, N., de Moura, L.: Efficient E-matching for SMT solvers. In: Pfenning, F. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 4603, pp. 183–198. Springer, Heidelberg (2007)

    Google Scholar 

  25. Bjørner, N., Pichora, M.C.: Deciding fixed and non-fixed size bit-vectors. In: Steffen, B. (ed.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 1384, pp. 376–392. Springer, Heidelberg (1998)

    Google Scholar 

  26. Bobot, F., Conchon, S., Contejean, E., Lescuyer, S.: Implementing polymorphism in SMT solvers. In: Joint Workshops of the Intl. Workshop on Satisfiability Modulo Theories and the Intl. Workshop on Bit-Precise Reasoning (SMT/BPR), pp. 1–5. ACM, New York (2008)

    Google Scholar 

  27. Bofill, M., Nieuwenhuis, R., Oliveras, A., Carbonell, E.R., Rubio, A.: A write-based solver for SAT modulo the theory of arrays. In: Cimatti, A., Jones, R.B. (eds.) Formal Methods in Computer Aided Design (FMCAD), pp. 1–8. IEEE, Piscataway (2008)

    Google Scholar 

  28. Böhme, S., Weber, T.: Fast LCF-style proof reconstruction for Z3. In: Kaufmann, M., Paulson, L.C. (eds.) Intl. Conf. on Interactive Theorem Proving (ITP). LNCS, vol. 6172, pp. 179–194. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  29. Bouton, T., De Oliveira, D.C.B., Déharbe, D., Fontaine, P.: veriT: an open, trustable and efficient SMT-solver. In: Schmidt, R.A. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 5663, pp. 151–156. Springer, Heidelberg (2009)

    Google Scholar 

  30. Bozzano, M., Bruttomesso, R., Cimatti, A., Junttila, T., Ranise, S., Sebastiani, R., van Rossum, P.: Efficient satisfiability modulo theories via delayed theory combination. In: Etessami, K., Rajamani, S.K. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 3576. Springer, Heidelberg (2005)

    Google Scholar 

  31. Bozzano, M., Bruttomesso, R., Cimatti, A., Junttila, T., van Rossum, P., Ranise, S., Sebastiani, R.: Efficient theory combination via Boolean search. Inf. Comput. 204(10), 1411–1596 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  32. Bozzano, M., Bruttomesso, R., Cimatti, A., Junttila, T., van Rossum, P., Schulz, S., Sebastiani, R.: An incremental and layered procedure for the satisfiability of linear arithmetic logic. In: Halbwachs, N., Zuck, L.D. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 3440, pp. 317–333 (2005)

    MATH  Google Scholar 

  33. Bradley, A., Manna, Z., Sipma, H.: What’s decidable about arrays? In: Emerson, E.A., Namjoshi, K.S. (eds.) Intl. Conf. on Verification, Model Checking and Abstract Interpretation (VMCAI). LNCS, vol. 3855, pp. 427–442. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  34. Brain, M., D’Silva, V., Haller, L., Griggio, A., Kroening, D.: An abstract interpretation of DPLL(T). In: Giacobazzi, R., Berdine, J., Mastroeni, I. (eds.) Intl. Conf. on Verification, Model Checking and Abstract Interpretation (VMCAI). LNCS, vol. 7737, pp. 455–475. Springer, Heidelberg (2013)

    Chapter  MATH  Google Scholar 

  35. Brummayer, R., Biere, A.: Lemmas on demand for the extensional theory of arrays. In: Joint Workshops of the Intl. Workshop on Satisfiability Modulo Theories and the Intl. Workshop on Bit-Precise Reasoning (SMT/BPR), pp. 6–11. ACM, New York (2008)

    Google Scholar 

  36. Brummayer, R., Biere, A.: Boolector: an efficient SMT solver for bit-vectors and arrays. In: Kowalewski, S., Philippou, A. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 5505, pp. 174–177. Springer, Heidelberg (2009)

    Google Scholar 

  37. Bruttomesso, R., Cimatti, A., Franzén, A., Griggio, A., Hanna, Z., Nadel, A., Palti, A., Sebastiani, R.: A lazy and layered SMT(BV) solver for hard industrial verification problems. In: Damm, W., Hermanns, H. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 4590, pp. 547–560. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  38. Bruttomesso, R., Cimatti, A., Franzén, A., Griggio, A., Sebastiani, R.: Delayed theory combination vs. Nelson-Oppen for satisfiability modulo theories: a comparative analysis. Ann. Math. Artif. Intell. 55(1–2), 63–99 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  39. Bruttomesso, R., Pek, E., Sharygina, N., Tsitovich, A.: The openSMT solver. In: Esparza, J., Majumdar, R. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 6015, pp. 150–153. Springer, Heidelberg (2010)

    Google Scholar 

  40. Bruttomesso, R., Rollini, S., Sharygina, N., Tsitovich, A.: Flexible interpolation with local proof transformations. In: Scheffer, L., Phillips, J.R., Hu, A.J. (eds.) Intl. Conf. on Computer-Aided Design, pp. 770–777. IEEE, Piscataway (2010)

    Google Scholar 

  41. Bruttomesso, R., Sharygina, N.: A scalable decision procedure for fixed-width bit-vectors. In: Roychowdhury, J.S. (ed.) Intl. Conf. on Computer-Aided Design, pp. 13–20. ACM, New York (2009)

    Google Scholar 

  42. Bryant, R., Lahiri, S., Seshia, S.: Modeling and verifying systems using a logic of counter arithmetic with lambda expressions and uninterpreted functions. In: Brinksma, E., Larsen, K.G. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 2404, pp. 106–122. Springer, Heidelberg (2002)

    Google Scholar 

  43. Bryant, R.E., German, S., Velev, M.N.: Exploiting positive equality in a logic of equality with uninterpreted functions. In: Halbwachs, N., Peled, D. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 1633, pp. 470–482. Springer, Heidelberg (1999)

    Chapter  Google Scholar 

  44. Bryant, R.E., Kroening, D., Ouaknine, J., Seshia, S.A., Strichman, O., Brady, B.: Deciding bit-vector arithmetic with abstraction. In: Grumberg, O., Huth, M. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 4424, pp. 358–372. Springer, Heidelberg (2007)

    Google Scholar 

  45. Bryant, R.E., Lahiri, S.K., Seshia, S.A.: Deciding CLU logic formulas via Boolean and pseudo-Boolean encodings. In: Intl. Workshop on Constraints in Formal Verification (CFV) (2002)

    Google Scholar 

  46. Bryant, R.E., Velev, M.N.: Boolean satisfiability with transitivity constraints. ACM Trans. Comput. Log. 3(4), 604–627 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  47. Cantone, D., Zarba, C.: A new fast tableau-based decision procedure for an unquantified fragment of set theory. In: Caferra, R., Salzer, G. (eds.) Automated Deduction in Classical and Non-classical Logics. LNCS, vol. 1761, pp. 492–495. Springer, Heidelberg (2000)

    Google Scholar 

  48. Chaki, S., Gurfinkel, A.: BDD-based symbolic model checking. In: Clarke, E.M., Henzinger, T.A., Veith, H., Bloem, R. (eds.) Handbook of Model Checking. Springer, Heidelberg (2018)

    MATH  Google Scholar 

  49. Chatterjee, S., Lahiri, S., Qadeer, S., Rakamarić, Z.: A reachability predicate for analyzing low-level software. In: Grumberg, O., Huth, M. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 4424, pp. 19–33. Springer, Heidelberg (2007)

    MATH  Google Scholar 

  50. Cherkassy, B.V., Goldberg, A.V.: Negative-cycle detection algorithms. In: Díaz, J., Serna, M.J. (eds.) Annual European Symp. on Algorithms (ESA). LNCS, vol. 1136, pp. 349–363. Springer, Heidelberg (1996)

    Google Scholar 

  51. Christ, J., Hoenicke, J., Nutz, A.: SMTinterpol: an interpolating SMT solver. In: Donaldson, A.F., Parker, D. (eds.) Intl. Workshop on Model Checking Software (SPIN). LNCS, vol. 7385, pp. 248–254. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  52. Christ, J., Hoenicke, J., Nutz, A.: Proof tree preserving interpolation. In: Piterman, N., Smolka, S. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 7795, pp. 124–138. Springer, Heidelberg (2013)

    Google Scholar 

  53. Cimatti, A., Griggio, A., Schaafsma, B.J., Sebastiani, R.: The MathSAT5 SMT solver. In: Piterman, N., Smolka, S.A. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 7795, pp. 93–107. Springer, Heidelberg (2013)

    MATH  Google Scholar 

  54. Cimatti, A., Griggio, A., Sebastiani, R.: Efficient interpolant generation in satisfiability modulo theories. In: Ramakrishnan, C.R., Rehof, J. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 4963, pp. 397–412. Springer, Berlin (2008)

    Google Scholar 

  55. Cimatti, A., Griggio, A., Sebastiani, R.: Efficient generation of Craig interpolants in satisfiability modulo theories. ACM Trans. Comput. Log. 12(1), 1–54 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  56. Cimatti, A., Griggio, A., Sebastiani, R.: Computing small unsatisfiable cores in satisfiability modulo theories. J. Artif. Intell. Res. 40(1), 701–728 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  57. Clarke, E.M., Biere, A., Raimi, R., Zhu, Y.: Bounded model checking using satisfiability solving. Form. Methods Syst. Des. 19(1), 7–34 (2001)

    Article  MATH  Google Scholar 

  58. Cotton, S., Maler, O.: Fast and flexible difference constraint propagation for DPLL(T). In: Biere, A., Gomes, C.P. (eds.) Theory and Applications of Satisfiability Testing (SAT). LNCS, vol. 4121, pp. 170–183. Springer, Heidelberg (2006)

    MATH  Google Scholar 

  59. Cotton, S., Maler, O.: Satisfiability modulo theory chains with DPLL(T). Tech. rep., Verimag (2006)

    Google Scholar 

  60. Craig, W.: Three uses of the Herbrand-Gentzen theorem in relating model theory and proof theory. J. Symb. Log. 22(3), 269–285 (1957)

    Article  MathSciNet  MATH  Google Scholar 

  61. Cyrluk, D., Möller, O., Rueß, H.: An efficient decision procedure for the theory of fixed-sized bit-vectors. In: Grumberg, O. (ed.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 1254, pp. 60–71. Springer, Heidelberg (1997)

    Chapter  Google Scholar 

  62. Davis, M., Logemann, G., Loveland, D.: A machine program for theorem proving. Commun. ACM 5(7), 394–397 (1962)

    Article  MathSciNet  MATH  Google Scholar 

  63. Davis, M., Putnam, H.: A computing procedure for quantification theory. J. ACM 7(3), 201–215 (1960)

    MathSciNet  MATH  Google Scholar 

  64. Detlefs, D., Nelson, G., Saxe, J.B.: Simplify: a theorem prover for program checking. J. ACM 52(3), 365–473 (2005)

    MathSciNet  MATH  Google Scholar 

  65. Dillig, I., Dillig, T., Aiken, A.: Cuts from proofs: a complete and practical technique for solving linear inequalities over integers. In: Maler, A.B.O. (ed.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 5643, pp. 233–247. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  66. Downey, P.J., Sethi, R., Tarjan, R.E.: Variations on the common subexpression problem. J. ACM 27(4), 758–771 (1980)

    MathSciNet  MATH  Google Scholar 

  67. Dutertre, B., de Moura, L.: A fast linear-arithmetic solver for DPLL(T). In: Ball, T., Jones, R.B. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 4144, pp. 81–94. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  68. Dutertre, B., de Moura, L.: Integrating simplex with DPLL(T). Tech. rep., CSL, SRI International (2006)

    Google Scholar 

  69. Dutertre, B., de Moura, L.: The YICES SMT solver. Tech. rep., SRI International (2006)

    Google Scholar 

  70. Echenim, M., Peltier, N.: An instantiation scheme for satisfiability modulo theories. Journal of Automated Reasoning, 293–362 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  71. Enderton, H.B.: A Mathematical Introduction to Logic, 2nd edn. Academic Press, Cambridge (2001)

    MATH  Google Scholar 

  72. Flanagan, C., Joshi, R., Ou, X., Saxe, J.B.: Theorem proving using lazy proof explication. In: Hunt, W.A. Jr., Somenzi, F. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 2725, pp. 355–367. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  73. Fontaine, P., Marion, J.Y., Merz, S., Nieto, L.P., Tiu, A.: Expressiveness + automation + soundness: towards combining SMT solvers and interactive proof assistants. In: Hermanns, H., Palsberg, J. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 3920, pp. 167–181. Springer, Berlin (2006)

    Google Scholar 

  74. Fröhlich, A., Kovásznai, G., Biere, A.: More on the complexity of quantifier-free fixed-size bit-vector logics with binary encoding. In: Bulatov, A.A., Shur, A.M. (eds.) Computer Science: Theory and Applications. LNCS, vol. 7913, pp. 378–390. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  75. Fuchs, A., Goel, A., Grundy, J., Krstić, S., Tinelli, C.: Ground interpolation for the theory of equality. In: Kowalewski, S., Philippou, A. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 5505, pp. 413–427. Springer, Heidelberg (2009)

    MATH  Google Scholar 

  76. Ganesh, V., Dill, D.L.: A decision procedure for bit-vectors and arrays. In: Damm, W., Hermanns, H. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 4590, pp. 519–531. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  77. Ganzinger, H., Hagen, G., Nieuwenhuis, R., Oliveras, A., Tinelli, C.D.: Fast decision procedures. In: Alur, R., Peled, D. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 3114, pp. 175–188. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  78. Ganzinger, H., Korovin, K.: New directions in instantiation-based theorem proving. In: Symp. on Logic in Computer Science, vol. LICS, pp. 55–64. IEEE, Piscataway (2003)

    Google Scholar 

  79. Ganzinger, H., Korovin, K.: Theory instantiation. In: Hermann, M., Voronkov, A. (eds.) Intl. Conf. on Logic for Programming, Artificial Intelligence, and Reasoning (LPAR). LNCS, vol. 4246, pp. 497–511. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  80. Gao, S., Kong, S., Clarke, E.M.: dReal: an SMT solver for nonlinear theories over the reals. In: Bonacina, M.P. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 7898, pp. 208–214. Springer, Berlin (2013)

    Google Scholar 

  81. Ge, Y., Barrett, C.: Proof translation and SMT-LIB benchmark certification: a preliminary report. In: Intl. Workshop on Satisfiability Modulo Theories (SMT) (2008)

    Google Scholar 

  82. Ge, Y., Barrett, C., Tinelli, C.: Solving quantified verification conditions using satisfiability modulo theories. In: Pfenning, F. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 4603, pp. 167–182. Springer, Heidelberg (2007)

    Google Scholar 

  83. Ge, Y., de Moura, L.: Complete instantiation for quantified formulas in satisfiability modulo theories. In: Bouajjani, A., Maler, O. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 5643, pp. 306–320. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  84. Ghilardi, S.: Model-theoretic methods in combined constraint satisfiability. J. Autom. Reason. 33(3–4), 221–249 (2005)

    MathSciNet  MATH  Google Scholar 

  85. Ghilardi, S., Nicolini, E., Ranise, S., Zucchelli, D.: Combination methods for satisfiability and model-checking of infinite-state systems. In: Pfenning, F. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 4603, pp. 362–378. Springer, Heidelberg (2007)

    Google Scholar 

  86. Ghilardi, S., Nicolini, E., Ranise, S., Zucchelli, D.: Towards SMT model checking of array-based systems. In: Armando, A., Baumgartner, P., Dowek, G. (eds.) Intl. Joint Conf. on Automated Reasoning (IJCAR). LNCS, vol. 5195, pp. 67–82. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  87. Ghilardi, S., Nicolini, E., Zucchelli, D.: A comprehensive combination framework. ACM Trans. Comput. Log. 9(2), 1–54 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  88. Ghilardi, S., Ranise, S.: MCMT: a model checker modulo theories. In: Giesl, J., Hähnle, R. (eds.) Intl. Joint Conf. on Automated Reasoning (IJCAR). LNCS, vol. 6173, pp. 22–29. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  89. Goel, A., Krstić, S., Fuchs, A.: Deciding array formulas with frugal axiom instantiation. In: Joint Workshops of the Intl. Workshop on Satisfiability Modulo Theories and the Intl. Workshop on Bit-Precise Reasoning (SMT/BPR), pp. 12–17. ACM, New York (2008)

    Google Scholar 

  90. Goel, A., Krstić, S., Tinelli, C.: Ground interpolation for combined theories. In: Schmidt, R.A. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 5663, pp. 183–198. Springer, Heidelberg (2009)

    Google Scholar 

  91. Griggio, A.: An effective SMT engine for formal verification. Ph.D. thesis, DISI, University of Trento (2009)

    Google Scholar 

  92. Griggio, A.: A practical approach to SMT(LA(Z)). In: Intl. Workshop on Satisfiability Modulo Theories (SMT) (2010)

    Google Scholar 

  93. Hagen, G., Tinelli, C.: Scaling up the formal verification of Lustre programs with SMT-based techniques. In: Cimatti, A., Jones, R.B. (eds.) Formal Methods in Computer Aided Design (FMCAD), pp. 109–117. IEEE, Piscataway (2008)

    Google Scholar 

  94. Jha, S.K., Limaye, R.S., Seshia, S.A.: Beaver: engineering an efficient SMT solver for bit-vector arithmetic. Tech. rep., EECS Department, University of California, Berkeley

    Google Scholar 

  95. Jhala, R., McMillan, K.L.: Interpolant-based transition relation approximation. In: Etessami, K., Rajamani, S.K. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 3576, pp. 39–51. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  96. Jhala, R., Podelski, A., Rybalchenko, A.: Predicate abstraction for program verification. In: Clarke, E.M., Henzinger, T.A., Veith, H., Bloem, R. (eds.) Handbook of Model Checking. Springer, Heidelberg (2018)

    Google Scholar 

  97. Jovanović, D., Barrett, C.: Polite theories revisited. In: Fermüller, C.G., Voronkov, A. (eds.) Intl. Conf. on Logic for Programming, Artificial Intelligence, and Reasoning (LPAR). LNCS, vol. 6397, pp. 402–416. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  98. Jovanović, D., Barrett, C., de Moura, L.: The design and implementation of the model constructing satisfiability calculus. In: Formal Methods in Computer Aided Design (FMCAD), pp. 173–180. IEEE, Piscataway (2013)

    Google Scholar 

  99. Jovanović, D., de Moura, L.: Solving non-linear arithmetic. In: Gramlich, B., Miller, D., Sattler, U. (eds.) Intl. Joint Conf. on Automated Reasoning (IJCAR). LNCS, vol. 7364, pp. 339–354. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  100. Kapur, D., Majumdar, R., Zarba, C.: Interpolation for data structures. In: Young, M., Devanbu, P.T. (eds.) Intl. Symp. on Foundations of Software Engineering (FSE), pp. 105–116. ACM, New York (2006)

    Google Scholar 

  101. Kapur, D., Zarba, C.G.: A reduction approach to decision procedures. Tech. rep., University of New Mexico (2005)

    Google Scholar 

  102. Kiezun, A., Ganesh, V., Guo, P.J., Hooimeijer, P., Ernst, M.D.: HAMPI: a solver for string constraints. In: Rothermel, G., Dillon, L.K. (eds.) Intl. Symp. on Software Testing and Analysis (ISSTA), pp. 105–116. ACM, New York (2009)

    Google Scholar 

  103. Kim, H., Somenzi, F.: Finite instantiations for integer difference logic. In: Formal Methods in Computer Aided Design (FMCAD), pp. 31–38. IEEE, Piscataway (2006)

    Google Scholar 

  104. King, T., Barrett, C., Dutertre, B.: Sum of infeasibility simplex for SMT. In: Formal Methods in Computer Aided Design (FMCAD), pp. 189–196. IEEE, Piscataway (2013)

    Google Scholar 

  105. Korovin, K.: iProver—an instantiation-based theorem prover for first-order logic (system description). In: Armando, A., Baumgartner, P., Dowek, G. (eds.) Intl. Joint Conf. on Automated Reasoning (IJCAR). LNCS, vol. 5195, pp. 292–298. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  106. Korovin, K., Tsiskaridze, N., Voronkov, A.: Conflict resolution. In: Gent, I. (ed.) Intl. Conf. on Principles and Practice of Constraint Programming (CP). LNCS, vol. 5732, pp. 509–523. Springer, Heidelberg (2009)

    Google Scholar 

  107. Kroening, D., Strichman, O.: Decision Procedures: An Algorithmic Point of View. Springer, Heidelberg (2008)

    MATH  Google Scholar 

  108. Krstić, S., Goel, A.: Architecting solvers for SAT modulo theories: Nelson-Oppen with DPLL. In: Konev, B., Wolter, F. (eds.) Intl. Symp. on Frontiers of Combining Systems (FroCoS). LNCS, vol. 4720, pp. 1–27. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  109. Krstić, S., Goel, A., Grundy, J., Tinelli, C.: Combined satisfiability modulo parametric theories. In: Grumberg, O., Huth, M. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 4424, pp. 618–631. Springer, Heidelberg (2007)

    Google Scholar 

  110. Lahiri, S.K., Seshia, S.A., Bryant, R.E.: Modeling and verification of out-of-order microprocessors in UCLID. In: Aagaard, M., O’Leary, J.W. (eds.) Formal Methods in Computer Aided Design (FMCAD). LNCS, vol. 2517, pp. 142–159. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  111. Lev-Ami, T., Immerman, N., Reps, T., Sagiv, M., Srivastava, S., Yorsh, G.: Simulating reachability using first-order logic with applications to verification of linked data structures. In: Nieuwenhuis, R. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 3632, pp. 99–115. Springer, Heidelberg (2005)

    Google Scholar 

  112. Manna, Z., Zarba, C.G.: Combining decision procedures. In: Aichernig, B.K., Maibaum, T. (eds.) Formal Methods at the Crossroads: From Panacea to Foundational Support. LNCS, vol. 2757, pp. 381–422. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  113. Manolios, P., Srinivasan, S., Vroon, D.B.: The bit-level analysis tool. In: Damm, W., Hermanns, H. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 4590, pp. 303–306. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  114. Manzano, M.: Introduction to many-sorted logic. In: Meinke, K., Tucker, J.V. (eds.) Many-Sorted Logic and Its Applications, pp. 3–86. Wiley, New York (1993)

    Google Scholar 

  115. McMillan, K.: Interpolation and SAT-based model checking. In: Hunt, W.A. Jr., Somenzi, F. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 2725, pp. 1–13. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  116. McMillan, K.L.: Applications of Craig interpolants in model checking. In: Halbwachs, N., Zuck, L.D. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 3440, pp. 1–12. Springer, Heidelberg (2005)

    Google Scholar 

  117. McMillan, K.L.: An interpolating theorem prover. Theor. Comput. Sci. 345(1), 101–121 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  118. McMillan, K.L.: Interpolation and model checking. In: Clarke, E.M., Henzinger, T.A., Veith, H., Bloem, R. (eds.) Handbook of Model Checking. Springer, Heidelberg (2018)

    Google Scholar 

  119. McMillan, K.L., Kuehlmann, A., Sagiv, M.: Generalizing DPLL to richer logics. In: Bouajjani, A., Maler, O. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 5643, pp. 462–476 (2009)

    Chapter  Google Scholar 

  120. Moskal, M.: Rocket-fast proof checking for SMT solvers. In: Ramakrishnan, C.R., Rehof, J. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS). LNCS, vol. 4963, pp. 486–500. Springer, Heidelberg (2008)

    Google Scholar 

  121. de Moura, L., Bjørner, N.: Z3: an efficient SMT solver. In: Ramakrishnan, C.R., Rehof, J. (eds.) Intl. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS), vol. 4963, pp. 337–340. Springer, Heidelberg (2008)

    Google Scholar 

  122. de Moura, L., Bjørner, N.: Generalized, efficient array decision procedures. In: Formal Methods in Computer Aided Design (FMCAD), pp. 45–52. IEEE, Piscataway (2009)

    Google Scholar 

  123. de Moura, L., Bjørner, N.S.: Model-based theory combination. In: Intl. Workshop on Satisfiability Modulo Theories (SMT) (2007)

    Google Scholar 

  124. de Moura, L., Rueß, H.: Lemmas on demand for satisfiability solvers. In: Intl. Symp. on the Theory and Applications of Satisfiability Testing (SAT) (2002)

    Google Scholar 

  125. de Moura, L., Rueß, H., Sorea, M.: Bounded model checking and induction: from refutation to verification. In: Hunt, W.A. Jr., Somenzi, F. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 2725, pp. 14–26. Springer, Heidelberg (2003)

    Chapter  MATH  Google Scholar 

  126. Nelson, G., Oppen, D.C.: Simplification by cooperating decision procedures. Trans. Program. Lang. Syst. 1(2), 245–257 (1979)

    Article  MATH  Google Scholar 

  127. Nelson, G., Oppen, D.C.: Fast decision procedures based on congruence closure. J. ACM 27(2), 356–364 (1980)

    MathSciNet  MATH  Google Scholar 

  128. Nieuwenhuis, R., Oliveras, A.: DPLL(T) with exhaustive theory propagation and its application to difference logic. In: Etessami, K., Rajamani, S.K. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 3576, pp. 321–334. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  129. Nieuwenhuis, R., Oliveras, A.: On SAT modulo theories and optimization problems. In: Biere, A., Gomes, C.P. (eds.) Theory and Applications of Satisfiability Testing (SAT). LNCS, vol. 4121, pp. 156–169. Springer, Heidelberg (2006)

    MATH  Google Scholar 

  130. Nieuwenhuis, R., Oliveras, A.: Fast congruence closure and extensions. Inf. Comput. 205(4), 557–580 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  131. Nieuwenhuis, R., Oliveras, A., Tinelli, C.: Abstract DPLL and abstract DPLL modulo theories. In: Baader, F., Voronkov, A. (eds.) Intl. Conf. on Logic for Programming, Artificial Intelligence, and Reasoning (LPAR). LNCS, vol. 3452, pp. 36–50. Springer, Heidelberg (2005)

    Chapter  MATH  Google Scholar 

  132. Nieuwenhuis, R., Oliveras, A., Tinelli, C.: Solving SAT and SAT modulo theories: from an abstract Davis-Putnam-Logemann-Loveland procedure to DPLL(T). J. ACM 53(6), 937–977 (2006)

    MathSciNet  MATH  Google Scholar 

  133. Oe, D., Reynolds, A., Stump, A.: Fast and flexible proof checking for SMT. In: Intl. Workshop on Satisfiability Modulo Theories (SMT) (2009)

    Google Scholar 

  134. Oppen, D.C.: Complexity, convexity and combinations of theories. Theor. Comput. Sci. 12, 291–302 (1980)

    Article  MathSciNet  MATH  Google Scholar 

  135. Peleska, J., Vorobev, E., Lapschies, F.: Automated test case generation with SMT-solving and abstract interpretation. In: Bobaru, M.G., Havelund, K., Holzmann, G.J., Joshi, R. (eds.) NASA Formal Methods Symp. (NFM). LNCS, vol. 6617, pp. 298–312. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  136. Piskac, R., Kuncak, V.: Decision procedures for multisets with cardinality constraints. In: Logozzo, F., Peled, D., Zuck, L.D. (eds.) Intl. Conf. on Verification, Model Checking and Abstract Interpretation (VMCAI), vol. 4905, pp. 218–232. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  137. Pnueli, A., Rodeh, Y., Shtrichman, O., Siegel, M.: Deciding equality formulas by small domains instantiations. In: Halbwachs, N., Peled, D. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 1633, pp. 687–688. Springer, Heidelberg (1999)

    Google Scholar 

  138. Presburger, M.: Über die Vollständigkeit eines gewissen Systems der Arithmetik ganzer Zahlen, in welchem die Addition als einzige Operation hervortritt. In: Comptes Rendus du I Congrès de Mathématiciens des Pays Slaves, Warsaw, pp. 92–101 (1929)

    Google Scholar 

  139. Pudlák, P.: Lower bounds for resolution and cutting planes proofs and monotone computations. J. Symb. Log. 62(3), 981–998 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  140. Pugh, W.: The omega test: a fast and practical integer programming algorithm for dependence analysis. In: Martin, J.L. (ed.) Conf. on Supercomputing (SC), pp. 4–13. IEEE/ACM, Piscataway/New York (1991)

    Google Scholar 

  141. Ranise, S., Ringeissen, C., Zarba, C.G.: Combining data structures with nonstably infinite theories using many-sorted logic. In: Gramlich, B. (ed.) Intl. Symp. on Frontiers of Combining Systems (FroCoS). LNCS, vol. 3717, pp. 48–64. Springer, Heidelberg (2005)

    Chapter  MATH  Google Scholar 

  142. Reynolds, A., Tinelli, C., Goel, A., Krstić, S.: Finite model finding in SMT. In: Sharygina, N., Veith, H. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 8044, pp. 640–655. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  143. Reynolds, A., Tinelli, C., Goel, A., Krstić, S.: Quantifier instantiation techniques for finite model finding in SMT. In: Bonacina, M.P. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 7898, pp. 377–391. Springer, Heidelberg (2013)

    Google Scholar 

  144. Rümmer, P., Wahl, T.: An SMT-LIB theory of binary floating-point arithmetic. In: Intl. Workshop on Satisfiability Modulo Theories (SMT) (2010)

    Google Scholar 

  145. Rybalchenko, A., Sofronie-Stokkermans, V.: Constraint solving for interpolation. J. Symb. Comput. 45, 1212–1233 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  146. Schrijver, A.: Theory of Linear and Integer Programming. Wiley, New York (1986)

    MATH  Google Scholar 

  147. Sebastiani, R.: Lazy satisfiability modulo theories. J. Satisf. Boolean Model. Comput. 3(3–4), 141–224 (2007)

    MathSciNet  MATH  Google Scholar 

  148. Sheeran, M., Singh, S., Stålmarck, G.: Checking safety properties using induction and a SAT-solver. In: Hunt, W.A. Jr., Johnson, S.D. (eds.) Formal Methods in Computer Aided Design (FMCAD). LNCS, vol. 1954, pp. 108–125. Springer, Heidelberg (2000)

    Google Scholar 

  149. Sheini, H.M., Sakallah, K.A.: A scalable method for solving satisfiability of integer linear arithmetic logic. In: Bacchus, F., Walsh, T. (eds.) Theory and Applications of Satisfiability Testing (SAT). LNCS, vol. 3569, pp. 241–256. Springer, Heidelberg (2005)

    Chapter  MATH  Google Scholar 

  150. Sofronie-Stokkermans, V.: Hierarchic reasoning in local theory extensions. In: Nieuwenhuis, R. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 3632, pp. 219–234. Springer, Heidelberg (2005)

    Google Scholar 

  151. Strichman, O.: On solving Presburger and linear arithmetic with SAT. In: Aagaard, M., O’Leary, J.W. (eds.) Formal Methods in Computer Aided Design (FMCAD). LNCS, vol. 2517, pp. 160–170. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  152. Strichman, O., Seshia, S., Bryant, R.: Deciding separation formulas with SAT. In: Brinksma, E., Larsen, K.G. (eds.) Intl. Conf. on Computer-Aided Verification (CAV). LNCS, vol. 2404, pp. 113–124. Springer, Heidelberg (2002)

    Google Scholar 

  153. Stump, A., Barrett, C.W., Dill, D.L., Levitt, J.: A decision procedure for an extensional theory of arrays. In: Symp. on Logic in Computer Science, vol. LICS, pp. 29–37. IEEE, Piscataway (2001)

    Google Scholar 

  154. Stump, A., Oe, D., Reynolds, A., Hadarean, L., Tinelli, C.: SMT proof checking using a logical framework. Form. Methods Syst. Des. 41(1), 91–118 (2013)

    Article  MATH  Google Scholar 

  155. Tarjan, R.E.: Efficiency of a good but not linear set union algorithm. J. ACM 22(2), 215–225 (1975)

    MathSciNet  MATH  Google Scholar 

  156. Tinelli, C.: A DPLL-based calculus for ground satisfiability modulo theories. In: Ianni, G., Flesca, S. (eds.) European Conf. on Logics in Artificial Intelligence (JELIA). LNCS, vol. 2424, pp. 308–319. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  157. Tinelli, C., Harandi, M.T.: A new correctness proof of the Nelson-Oppen combination procedure. In: Baader, F., Schulz, K.U. (eds.) Intl. Workshop on Frontiers of Combining Systems (FroCoS), pp. 103–120. Kluwer Academic, Dordrecht (1996)

    Chapter  MATH  Google Scholar 

  158. Tinelli, C., Ringeissen, C.: Unions of non-disjoint theories and combinations of satisfiability procedures. Theor. Comput. Sci. 290(1), 291–353 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  159. Tinelli, C., Zarba, C.: Combining decision procedures for sorted theories. In: Alferes, J.J., Leite, J.A. (eds.) European Conf. on Logics in Artificial Intelligence (JELIA). Lecture Notes in Artificial Intelligence, vol. 3229, pp. 641–653. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  160. Tinelli, C., Zarba, C.: Combining nonstably infinite theories. J. Autom. Reason. 34(3), 209–238 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  161. Wang, C., Gupta, A., Ganai, M.: Predicate learning and selective theory deduction for a difference logic solver. In: Sentovich, E. (ed.) Design Automation Conf. (DAC), pp. 235–240. ACM, New York (2006)

    Google Scholar 

  162. Yorsh, G., Musuvathi, M.: A combination method for generating interpolants. In: Nieuwenhuis, R. (ed.) Intl. Conf. on Automated Deduction (CADE). LNCS, vol. 3632, pp. 353–368. Springer, Heidelberg (2005)

    Google Scholar 

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Barrett, C., Tinelli, C. (2018). Satisfiability Modulo Theories. In: Clarke, E., Henzinger, T., Veith, H., Bloem, R. (eds) Handbook of Model Checking. Springer, Cham. https://doi.org/10.1007/978-3-319-10575-8_11

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