Intersection and Rotation of Assumption Literals Boosts Bug-Finding

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Dureja, Rohit
Li, Jianwen
Pu, Geguang
Vardi, Moshe
Rozier, Kristin Yvonne
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Welcome to the exciting world of mathematics at Iowa State University. From cracking codes to modeling the spread of diseases, our program offers something for everyone. With a wide range of courses and research opportunities, you will have the chance to delve deep into the world of mathematics and discover your own unique talents and interests. Whether you dream of working for a top tech company, teaching at a prestigious university, or pursuing cutting-edge research, join us and discover the limitless potential of mathematics at Iowa State University!
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SAT-based techniques comprise the state-of-the-art in functional verification of safety-critical hardware and software, including IC3/PDR-based model checking and Bounded Model Checking (BMC). BMC is the incontrovertible best method for unsafety checking, aka bug-finding. Complementary Approximate Reachability (CAR) and IC3/PDR complement BMC for bug-finding by detecting different sets of bugs. To boost the efficiency of formal verification, we introduce heuristics involving intersection and rotation of the assumption literals used in the SAT encodings of these techniques. The heuristics generate smaller unsat cores and diverse satisfying assignments that help in faster convergence of these techniques, and have negligible runtime overhead. We detail these heuristics, incorporate them in CAR, and perform an extensive experimental evaluation of their performance, showing a 25% boost in bug-finding efficiency of CAR. We contribute a detailed analysis of the effectiveness of these heuristics: their influence on SAT-based bug-finding enables detection of different bugs from BMC-based checking. We find the new heuristics are applicable to IC3/PDR-based algorithms as well, and contribute a modified clause generalization procedure.


This is a post-peer-review, pre-copyedit version of a conference proceeding published as Dureja, Rohit, Jianwen Li, Geguang Pu, Moshe Y. Vardi, and Kristin Y. Rozier. "Intersection and Rotation of Assumption Literals Boosts Bug-Finding." In Verified Software. Theories, Tools, and Experiments 11th International Conference, VSTTE 2019, New York City, NY, USA, July 13–14, 2019, Revised Selected Papers. Supratik Chakraborty and Jorge A. Navas, editors. Lecture Notes in Computer Science 12031 (2020): 180-192. The final authenticated version is available online at DOI: 10.1007/978-3-030-41600-3_12. Posted with permission.

Wed Jan 01 00:00:00 UTC 2020