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Data races are critical issues in multithreaded program, leading to unpredictable, catastrophic and difficult-to-diagnose problems. Despite the extensive in-house testing, data races often escape to deployed software and manifest in…

Software Engineering · Computer Science 2024-12-20 Xudong Sun , Zhuo Chen , Jingyang Shi , Yiyu Zhang , Peng Di , Jianhua Zhao , Xuandong Li , Zhiqiang Zuo

Data races are egregious parallel programming bugs on CPUs. They are even worse on GPUs due to the hierarchical thread and memory structure, which makes it possible to write code that is correctly synchronized within a thread group while…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-10 John Jacobson , Martin Burtscher , Ganesh Gopalakrishnan

Detection of data races is one of the most important tasks for verifying the correctness of OpenMP parallel codes. Two main models of analysis tools have been proposed for detecting data races: dynamic analysis and static analysis. Dynamic…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-19 Junhyung Shim , Quazi Ishtiaque Mahmud , Ali Jannesari

Data races, a major source of bugs in concurrent programs, can result in loss of manpower and time as well as data loss due to system failures. OpenMP, the de facto shared memory parallelism framework used in the HPC community, also suffers…

Programming Languages · Computer Science 2021-11-09 Utpal Bora , Shraiysh Vaishay , Saurabh Joshi , Ramakrishna Upadrasta

With the proliferation of multi-core hardware, parallel programs have become ubiquitous. These programs have their own type of bugs known as concurrency bugs and among them, data race bugs have been mostly in the focus of researchers over…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-17 Ali Tehrani , Mohammed Khaleel , Reza Akbari , Ali Jannesari

Data races pose a significant threat in multi-threaded parallel applications due to their negative impact on program correctness. DataRaceBench, an open-source benchmark suite, is specifically crafted to assess these data race detection…

Software Engineering · Computer Science 2023-08-17 Le Chen , Wenhao Wu , Stephen F. Siegel , Pei-Hung Lin , Chunhua Liao

The consequences of data races can be potentially very problematic [1], and it is important to determine what tools and methods are best at detecting them. The following conditions must be met for a data race to occur: two or more threads…

Databases · Computer Science 2022-06-22 Danial Entezari

Dynamic data race detectors are indispensable for flagging concurrency errors in software, but their high runtime overhead limits their adoption. This overhead stems primarily from pervasive instrumentation of memory accesses - a…

Programming Languages · Computer Science 2025-12-08 Alexey Paznikov , Andrey Kogutenko , Yaroslav Osipov , Michael Schwarz , Umang Mathur

RacerF is a static analyser for detection of data races in multithreaded C programs implemented as a plugin of the Frama-C platform. The approach behind RacerF is mostly heuristic and relies on analysis of the sequential behaviour of…

Software Engineering · Computer Science 2025-02-28 Tomáš Dacík , Tomáš Vojnar

Data races are among the most common bugs in concurrency. The standard approach to data-race detection is via dynamic analyses, which work over executions of concurrent programs, instead of the program source code. The rich literature on…

Programming Languages · Computer Science 2021-07-09 Rucha Kulkarni , Umang Mathur , Andreas Pavlogiannis

Dynamic race detection is a highly effective runtime verification technique for identifying data races by instrumenting and monitoring concurrent program runs. However, standard dynamic race detection is incompatible with practical weak…

Programming Languages · Computer Science 2025-04-25 Roy Margalit , Michalis Kokologiannakis , Shachar Itzhaky , Ori Lahav

Dynamic race detection based on the happens before (HB) partial order has now become the de facto approach to quickly identify data races in multi-threaded software. Most practical implementations for detecting these races use timestamps to…

Programming Languages · Computer Science 2025-04-10 Minjian Zhang , Daniel Wee Soong Lim , Mosaad Al Thokair , Umang Mathur , Mahesh Viswanathan

Widely used data race detectors, including the state-of-the-art FastTrack algorithm, incur performance costs that are acceptable for regular in-house testing, but miss races detectable from the analyzed execution. Predictive analyses detect…

Software Engineering · Computer Science 2020-04-10 Jake Roemer , Kaan Genç , Michael D. Bond

Data races in GPU programs pose a threat to the reliability of GPU-accelerated software stacks. Prior works proposed various dynamic (runtime) and static (compile-time) techniques to detect races in GPU programs. However, dynamic techniques…

Software Engineering · Computer Science 2026-04-06 Ajay Nayak , Anubhab Ghosh , Arkaprava Basu

Existing data race detectors for task-based programs incur significant run time and space overheads. The overheads arise because of frequent lookups in fine-grained tree data structures to check whether two accesses can happen in parallel.…

Programming Languages · Computer Science 2022-04-06 Shivam Kumar , Anupam Agrawal , Swarnendu Biswas

We present a novel static analysis for thread-modular data race detection. Our approach exploits static analysis of sequential program behaviour whose results are generalised for multi-threaded programs using a combination of lightweight…

Software Engineering · Computer Science 2025-06-19 Tomáš Dacík , Tomáš Vojnar

Happens before-based dynamic analysis is the go-to technique for detecting data races in large scale software projects due to the absence of false positive reports. However, such analyses are expensive since they employ expensive vector…

Programming Languages · Computer Science 2025-06-26 Mosaad Al Thokair , Minjian Zhang , Umang Mathur , Mahesh Viswanathan

This paper presents a practical solution for detecting data races in parallel programs. The solution consists of a combination of execution replay (RecPlay) with automatic on-the-fly data race detection. This combination enables us to…

Software Engineering · Computer Science 2007-05-23 Michiel Ronsse , Koen De Bosschere

Malware detection using Hardware Performance Counters (HPCs) offers a promising, low-overhead approach for monitoring program behavior. However, a fundamental architectural constraint, that only a limited number of hardware events can be…

Cryptography and Security · Computer Science 2026-02-10 Eli Propp , Seyed Majid Zahedi

Writing concurrent programs is notoriously hard due to scheduling non-determinism. The most common concurrency bugs are data races, which are accesses to a shared resource that can be executed concurrently. Dynamic data-race prediction is…

Logic in Computer Science · Computer Science 2020-05-05 Umang Mathur , Andreas Pavlogiannis , Mahesh Viswanathan
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