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We consider the problem of testing and learning from data in the presence of resource constraints, such as limited memory or weak data access, which place limitations on the efficiency and feasibility of testing or learning. In particular,…

Quantum Physics · Physics 2025-07-22 Matthias C. Caro , Jens Eisert , Marcel Hinsche , Marios Ioannou , Alexander Nietner , Ryan Sweke

Vision-Language Models (VLMs) often generate plausible but incorrect responses to visual queries. However, reliably quantifying the effect of such hallucinations in free-form responses to open-ended queries is challenging as it requires…

Computer Vision and Pattern Recognition · Computer Science 2024-10-18 Viraj Prabhu , Senthil Purushwalkam , An Yan , Caiming Xiong , Ran Xu

Adding versatile interactions to imperative programming -- C, Java and Android -- is an essential task. Unfortunately, existing languages provide only limited constructs for user interaction. These constructs are usually in the form of…

Programming Languages · Computer Science 2019-11-27 Keehang Kwon , Jeongyoon Seo , Daeseong Kang

In this article we address the problem of automatic answer checking in interactive learning systems that support mathematical notation. This problem consists of the problem of establishing identities in formal mathematical systems and hence…

Other Computer Science · Computer Science 2016-02-02 Vladimir G. Danilov , Ilya S. Turuntaev

Program synthesis from incomplete specifications (e.g. input-output examples) has gained popularity and found real-world applications, primarily due to its ease-of-use. Since this technology is often used in an interactive setting,…

Programming Languages · Computer Science 2017-03-13 Vu Le , Daniel Perelman , Oleksandr Polozov , Mohammad Raza , Abhishek Udupa , Sumit Gulwani

Since most software systems provide their users with interactive features, building user interfaces (UI) is one of the core software engineering tasks. It consists in designing, implementing and testing ever more sophisticated and versatile…

Software Engineering · Computer Science 2021-05-31 Arnaud Blouin , Jean-Marc Jézéquel

The automation offered by modern program proof tools goes hand in hand with the capability to interact with the tool when the verification fails. The SPARK proof tool tries to help the user by providing the right information, so that the…

Logic in Computer Science · Computer Science 2021-08-09 Yannick Moy

Automated web application testing is a critical component of modern software development, with frameworks like Selenium widely adopted for validating functionality through browser automation. Among the essential aspects of such testing is…

Software Engineering · Computer Science 2025-11-21 Nguyen-Khang Le , Hiep Nguyen , Ngoc-Minh Nguyen , Son T. Luu , Trung Vo , Quan Minh Bui , Shoshin Nomura , Le-Minh Nguyen

Natural language programming is a promising approach to enable end users to instruct new tasks for intelligent agents. However, our formative study found that end users would often use unclear, ambiguous or vague concepts when naturally…

Human-Computer Interaction · Computer Science 2020-07-15 Toby Jia-Jun Li , Marissa Radensky , Justin Jia , Kirielle Singarajah , Tom M. Mitchell , Brad A. Myers

Development of energy and performance-efficient embedded software is increasingly relying on application of complex transformations on the critical parts of the source code. Designers applying such nontrivial source code transformations are…

Logic in Computer Science · Computer Science 2011-11-09 K. C. Shashidhar , Maurice Bruynooghe , Francky Catthoor , Gerda Janssens

Combinatorial interaction testing (CIT) is a well-known technique, but the industrial experience is needed to determine its effectiveness in different application domains. We present a case study introducing a unified framework for…

Software Engineering · Computer Science 2019-03-14 Bestoun S. Ahmed , Amador Pahim , Cleber R. Rosa Junior , D. Richard Kuhn , Miroslav Bures

With the human friendly declarative intent policy expression, intent-driven network can make network management and configuration autonomous without human intervention. However, the availability and dependability of these refined policies…

Networking and Internet Architecture · Computer Science 2022-12-21 Yanbo Song , Chungang Yang , Jiaming Zhang , Xinru Mi , Dusit Niyato

Software verification has recently made enormous progress due to the development of novel verification methods and the speed-up of supporting technologies like SMT solving. To keep software verification tools up to date with these advances,…

Software Engineering · Computer Science 2020-08-12 Jan Haltermann , Heike Wehrheim

Features in product lines and highly configurable systems can interact in ways that are contrary to developers' intent. Current methods to identify such unanticipated feature interactions are costly and inadequate. To address this problem…

Software Engineering · Computer Science 2021-04-19 Seyedehzahra Khoshmanesh , Tuba Yavuz , Robyn R. Lutz

Recent advances in Large Language Model (LLM)-based agents have shown remarkable progress in code generation. However, current agent methods mainly rely on text-output-based feedback (e.g. command-line outputs) for multi-round debugging and…

Software Engineering · Computer Science 2026-04-23 Zhilin Liu , Ye Huang , Ting Xie , Ruizhi Zhang , Wen Li , Lixin Duan

We consider the problem of how a trusted, but computationally bounded agent (a 'verifier') can learn to interact with one or more powerful but untrusted agents ('provers') in order to solve a given task. More specifically, we study the case…

Artificial Intelligence · Computer Science 2025-03-19 Lewis Hammond , Sam Adam-Day

Interactive proof assistants are computer programs carefully constructed to check a human-designed proof of a mathematical claim with high confidence in the implementation. However, this only validates truth of a formal claim, which may…

Programming Languages · Computer Science 2022-05-17 Colin S. Gordon , Sergey Matskevich

Deductive verification has been successful in verifying interesting properties of real-world programs. One notable gap is the limited support for floating-point reasoning. This is unfortunate, as floating-point arithmetic is particularly…

Programming Languages · Computer Science 2021-01-22 Rosa Abbasi Boroujeni , Jonas Schiffl , Eva Darulova , Mattias Ulbrich , Wolfgang Ahrendt

This paper presents the Soda language for verifying multi-agent systems. Soda is a high-level functional and object-oriented language that supports the compilation of its code not only to Scala, a strongly statically typed high-level…

Programming Languages · Computer Science 2025-03-11 Julian Alfredo Mendez , Timotheus Kampik

We show that interactive protocols between a prover and a verifier, a well-known tool of complexity theory, can be used in practice to certify the correctness of automated reasoning tools. Theoretically, interactive protocols exist for all…

Logic in Computer Science · Computer Science 2023-09-07 Eszter Couillard , Philipp Czerner , Javier Esparza , Rupak Majumdar