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Rethinking pointer reasoning in symbolic execution

Published: 30 October 2017 Publication History

Abstract

Symbolic execution is a popular program analysis technique that allows seeking for bugs by reasoning over multiple alternative execution states at once. As the number of states to explore may grow exponentially, a symbolic executor may quickly run out of space. For instance, a memory access to a symbolic address may potentially reference the entire address space, leading to a combinatorial explosion of the possible resulting execution states. To cope with this issue, state-of-the-art executors concretize symbolic addresses that span memory intervals larger than some threshold. Unfortunately, this could result in missing interesting execution states, e.g., where a bug arises. In this paper we introduce MEMSIGHT, a new approach to symbolic memory that reduces the need for concretization, hence offering the opportunity for broader state explorations and more precise pointer reasoning. Rather than mapping address instances to data as previous tools do, our technique maps symbolic address expressions to data, maintaining the possible alternative states resulting from the memory referenced by a symbolic address in a compact, implicit form. A preliminary experimental investigation on prominent benchmarks from the DARPA Cyber Grand Challenge shows that MEMSIGHT enables the exploration of states unreachable by previous techniques.

References

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C. S. Păsăreanu, N. Rungta, and W. Visser, “Symbolic execution with mixed concrete-symbolic solving,” in Proc. of ISSTA 2011. ACM, 2011. {Online}. Available: Introduction Technique Base Version Memory Loading and Storing State Merging Refinements Address Range Selection Memory Cleanup Symbolic Uninitialized Memory Multi-byte Load and Store Discussion Implementation angr MemSight Prototype Evaluation Experimental Setup and Methodology Case Study Experiments Related Work Conclusion References

Cited By

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  • (2024)Practical Verification of Smart Contracts using Memory SplittingProceedings of the ACM on Programming Languages10.1145/36897968:OOPSLA2(2402-2433)Online publication date: 8-Oct-2024
  • (2021)Fuzzing Symbolic ExpressionsProceedings of the 43rd International Conference on Software Engineering10.1109/ICSE43902.2021.00071(711-722)Online publication date: 22-May-2021
  • (2020)Relocatable addressing model for symbolic executionProceedings of the 29th ACM SIGSOFT International Symposium on Software Testing and Analysis10.1145/3395363.3397363(51-62)Online publication date: 18-Jul-2020
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cover image Guide Proceedings
ASE '17: Proceedings of the 32nd IEEE/ACM International Conference on Automated Software Engineering
October 2017
1033 pages
ISBN:9781538626849

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IEEE Press

Publication History

Published: 30 October 2017

Author Tags

  1. cybersecurity
  2. fully symbolic memory
  3. program analysis
  4. symbolic execution

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Overall Acceptance Rate 82 of 337 submissions, 24%

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Cited By

View all
  • (2024)Practical Verification of Smart Contracts using Memory SplittingProceedings of the ACM on Programming Languages10.1145/36897968:OOPSLA2(2402-2433)Online publication date: 8-Oct-2024
  • (2021)Fuzzing Symbolic ExpressionsProceedings of the 43rd International Conference on Software Engineering10.1109/ICSE43902.2021.00071(711-722)Online publication date: 22-May-2021
  • (2020)Relocatable addressing model for symbolic executionProceedings of the 29th ACM SIGSOFT International Symposium on Software Testing and Analysis10.1145/3395363.3397363(51-62)Online publication date: 18-Jul-2020
  • (2020)A Shape-inference-based Approach to Enhance Constraint Independence OptimizationProceedings of the 2020 4th International Conference on Cryptography, Security and Privacy10.1145/3377644.3377665(141-145)Online publication date: 10-Jan-2020
  • (2019)A segmented memory model for symbolic executionProceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering10.1145/3338906.3338936(774-784)Online publication date: 12-Aug-2019
  • (2019)Static Analysis of ROP CodeProceedings of the 12th European Workshop on Systems Security10.1145/3301417.3312494(1-6)Online publication date: 25-Mar-2019
  • (2018)A Survey of Symbolic Execution TechniquesACM Computing Surveys10.1145/318265751:3(1-39)Online publication date: 23-May-2018

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