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Static type errors are a common stumbling block for newcomers to typed functional languages. We present a dynamic approach to explaining type errors by generating counterexample witness inputs that illustrate how an ill-typed program goes…

Programming Languages · Computer Science 2018-03-20 Eric L Seidel , Ranjit Jhala , Westley Weimer

Certification through auditing allows to ensure that critical embedded systems are secure. This entails reviewing their critical components and checking for dangerous execution paths. This latter task requires the use of specialized tools…

Software Engineering · Computer Science 2023-03-08 Guilhem Lacombe , David Feliot , Etienne Boespflug , Marie-Laure Potet

Authors of cryptographic software are well aware that their code should not leak secrets through its timing behavior, and, until 2018, they believed that following industry-standard constant-time coding guidelines was sufficient. However,…

Cryptography and Security · Computer Science 2025-09-11 Shixin Song , Tingzhen Dong , Kosi Nwabueze , Julian Zanders , Andres Erbsen , Adam Chlipala , Mengjia Yan

Deep learning had been used in program analysis for the prediction of hidden software defects using software defect datasets, security vulnerabilities using generative adversarial networks as well as identifying syntax errors by learning a…

Software Engineering · Computer Science 2019-07-16 Venkatesh Theru Mohan , Ali Jannesari

Machine learning (ML) applications have become an integral part of our lives. ML applications extensively use floating-point computation and involve very large/small numbers; thus, maintaining the numerical stability of such complex…

Software Engineering · Computer Science 2025-04-24 Shaila Sharmin , Anwar Hossain Zahid , Subhankar Bhattacharjee , Chiamaka Igwilo , Miryung Kim , Wei Le

Open source software vulnerabilities pose significant security risks to downstream applications. While vulnerability databases provide valuable information for mitigation, many security patches are released silently in new commits of OSS…

Software Engineering · Computer Science 2025-03-27 Yiran Cheng , Ting Zhang , Lwin Khin Shar , Zhe Lang , David Lo , Shichao Lv , Dongliang Fang , Zhiqiang Shi , Limin Sun

This paper focuses on effective user diagnostics generated during the deductive verification of probabilistic programs. Our key principle is based on providing slices for (1) error reporting, (2) proof simplification, and (3) preserving…

Programming Languages · Computer Science 2025-12-25 Philipp Schröer , Darion Haase , Joost-Pieter Katoen

Eliminating vulnerabilities from low-level code is vital for securing software. Static analysis is a promising approach for discovering vulnerabilities since it can provide developers early feedback on the code they write. But, it presents…

Cryptography and Security · Computer Science 2016-04-07 Bhargava Shastry , Fabian Yamaguchi , Konrad Rieck , Jean-Pierre Seifert

Dynamic Symbolic Execution (DSE) suffers from the path explosion problem when the target program has many conditional branches. The classical approach for managing the path explosion problem is dynamic state merging. Dynamic state merging…

Software Engineering · Computer Science 2026-03-31 Charitha Saumya , Muhammad Hassan , Rohan Gangaraju , Milind Kulkarni , Kirshanthan Sundararajah

Error Detection and Correction Codes (ECCs) are often used in digital designs to protect data integrity. Especially in safety-critical systems such as automotive electronics, ECCs are widely used and the verification of such complex logic…

Artificial Intelligence · Computer Science 2024-04-30 Aman Kumar

Software vulnerabilities remain a significant risk factor in achieving security objectives within software development organizations. This is especially true where either proprietary or open-source software (OSS) is included in the…

Software Engineering · Computer Science 2025-09-23 James J. Cusick

Complex software systems often suffer from silent failures, i.e., violations of the intended semantics that do not cause explicit errors. A promising approach to detect such errors is to use system-specific runtime checkers that monitor the…

Software Engineering · Computer Science 2026-04-27 Beatriz Souza , Chang Lou , Suman Nath , Michael Pradel

Manual confirmation of static analysis reports is a daunting task. This is due to both the large number of warnings and the high density of false positives among them. Fuzzing techniques have been proposed to verify static analysis…

Software Engineering · Computer Science 2024-02-06 Aniruddhan Murali , Noble Saji Mathews , Mahmoud Alfadel , Meiyappan Nagappan , Meng Xu

Static program analysis plays an essential role in program optimization, bug detection, and debugging. However, reliance on compilation and limited customization hinder its adoption in the real world. This paper presents a compositional…

Programming Languages · Computer Science 2026-04-14 Chengpeng Wang , Yifei Gao , Wuqi Zhang , Xuwei Liu , Jinyao Guo , Mingwei Zheng , Qingkai Shi , Xiangyu Zhang

The aim is to identify faulty predicates which have strong effect on program failure. Statistical debugging techniques are amongst best methods for pinpointing defects within the program source code. However, they have some drawbacks. They…

Software Engineering · Computer Science 2016-12-20 Farid Feyzi , Esmaeel Nikravan , Saeed Parsa

Open-source software (OSS) has experienced a surge in popularity, attributed to its collaborative development model and cost-effective nature. However, the adoption of specific software versions in development projects may introduce…

Software Engineering · Computer Science 2025-08-15 Yiran Cheng , Ting Zhang , Lwin Khin Shar , Shouguo Yang , Chaopeng Dong , David Lo , Shichao Lv , Zhiqiang Shi , Limin Sun

Even competent programmers make mistakes. Automatic verification can detect errors, but leaves the frustrating task of finding the erroneous line of code to the user. This paper presents an automatic approach for identifying potential error…

Logic in Computer Science · Computer Science 2014-09-17 Robert Koenighofer , Ronald Toegl , Roderick Bloem

Dynamic languages are praised for their flexibility and expressiveness, but static analysis often yields many false positives and verification is cumbersome for lack of structure. Hence, unit testing is the prevalent incomplete method for…

Programming Languages · Computer Science 2015-02-06 Robert Jakob , Peter Thiemann

The emergence of Large Code Models (LCMs) has transformed software engineering (SE) automation, driving significant advancements in tasks such as code generation, source code documentation, code review, and bug fixing. However, these…

Software Engineering · Computer Science 2025-05-06 Antonio Mastropaolo , Denys Poshyvanyk

Machine learning models make mistakes, yet sometimes it is difficult to identify the systematic problems behind the mistakes. Practitioners engage in various activities, including error analysis, testing, auditing, and red-teaming, to form…

Software Engineering · Computer Science 2024-09-17 Chenyang Yang , Yining Hong , Grace A. Lewis , Tongshuang Wu , Christian Kästner
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