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On the complexity of bidirected interleaved Dyck-reachability

Yuanbo Li, Qirun Zhang, Thomas Reps

2021Proceedings of the ACM on Programming Languages12 citationsDOIOpen Access PDF

Abstract

Many program analyses need to reason about pairs of matching actions, such as call/return, lock/unlock, or set-field/get-field. The family of Dyck languages { D k }, where D k has k kinds of parenthesis pairs, can be used to model matching actions as balanced parentheses. Consequently, many program-analysis problems can be formulated as Dyck-reachability problems on edge-labeled digraphs. Interleaved Dyck-reachability (InterDyck-reachability), denoted by D k ⊙ D k -reachability, is a natural extension of Dyck-reachability that allows one to formulate program-analysis problems that involve multiple kinds of matching-action pairs. Unfortunately, the general InterDyck-reachability problem is undecidable. In this paper, we study variants of InterDyck-reachability on bidirected graphs , where for each edge ⟨ p , q ⟩ labeled by an open parenthesis ”( a ”, there is an edge ⟨ q , p ⟩ labeled by the corresponding close parenthesis ”) a ”, and vice versa . Language-reachability on a bidirected graph has proven to be useful both (1) in its own right, as a way to formalize many program-analysis problems, such as pointer analysis, and (2) as a relaxation method that uses a fast algorithm to over-approximate language-reachability on a directed graph. However, unlike its directed counterpart, the complexity of bidirected InterDyck-reachability still remains open. We establish the first decidable variant (i.e., D 1 ⊙ D 1 -reachability) of bidirected InterDyck-reachability. In D 1 ⊙ D 1 -reachability, each of the two Dyck languages is restricted to have only a single kind of parenthesis pair. In particular, we show that the bidirected D 1 ⊙ D 1 problem is in PTIME. We also show that when one extends each Dyck language to involve k different kinds of parentheses (i.e., D k ⊙ D k -reachability with k ≥ 2), the problem is NP-hard (and therefore much harder). We have implemented the polynomial-time algorithm for bidirected D 1 ⊙ D 1 -reachability. D k ⊙ D k -reachability provides a new over-approximation method for bidirected D k ⊙ D k -reachability in the sense that D k ⊙ D k -reachability can first be relaxed to bidirected D 1 ⊙ D 1 -reachability, and then the resulting bidirected D 1 ⊙ D 1 -reachability problem is solved precisely. We compare this D 1 ⊙ D 1 -reachability-based approach against another known over-approximating D k ⊙ D k -reachability algorithm. Surprisingly, we found that the over-approximation approach based on bidirected D 1 ⊙ D 1 -reachability computes more precise solutions, even though the D 1 ⊙ D 1 formalism is inherently less expressive than the D k ⊙ D k formalism.

Topics & Concepts

ReachabilityCombinatoricsDiscrete mathematicsDecidabilityMathematicsComputer scienceTheoretical computer scienceAdvanced Malware Detection TechniquesSoftware Testing and Debugging TechniquesLogic, programming, and type systems
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