Lesson plan
Path explosion
In computer science, path explosion is a fundamental problem that limits the scalability and/or completeness of certain kinds of program analyses, including fuzzing, symbolic execution, and path-sensitive static analysis. Path explosion refers to the fact that the number of control-flow paths in a program grows exponentially ("explodes") with an increase in program size and can even be infinite in the case of programs with unbounded loop iterations. Therefore, any program analysis that attempts to explore control-flow paths through a program will either have exponential runtime in the length of the program (or potentially even failure to terminate on certain inputs), or will have to choose to analyze only a subset of all possible paths. When an analysis only explores a subset of all paths, the decision of which paths to analyze is often made heuristically.
Article summary
In computer science, path explosion is a fundamental problem that limits the scalability and/or completeness of certain kinds of program analyses, including fuzzing, symbolic execution, and path-sensitive static analysis. Path explosion refers to the fact that the number of control-flow paths in a program grows exponentially ("explodes") with an increase in program size and can even be infinite in the case of programs with unbounded loop iterations. Therefore, any program analysis that attempts to explore control-flow paths through a program will either have exponential runtime in the length of the program (or potentially even failure to terminate on certain inputs), or will have to choose to analyze only a subset of all possible paths. When an analysis only explores a subset of all paths, the decision of which paths to analyze is often made heuristically.
Key claims
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Discussion questions
- Summarise the article in your own words. Which single claim would you verify first, and why?
- Which claim in this article is most likely to be revised as the sources update? How would you check its current status?
- If two sources disagreed about one of these facts, what would you need in order to trust one over the other?
Bibliography
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Key claims and bibliography are generated from the same tracked claims and sources as the article page.