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Software is prone to security vulnerabilities. Program analysis tools to detect them have limited effectiveness in practice due to their reliance on human labeled specifications. Large language models (or LLMs) have shown impressive code…

Cryptography and Security · Computer Science 2025-04-08 Ziyang Li , Saikat Dutta , Mayur Naik

We present \texttt{secml}, an open-source Python library for secure and explainable machine learning. It implements the most popular attacks against machine learning, including test-time evasion attacks to generate adversarial examples…

Machine Learning · Computer Science 2022-05-16 Maura Pintor , Luca Demetrio , Angelo Sotgiu , Marco Melis , Ambra Demontis , Battista Biggio

It is common to prove by reasoning over source code that programs do not leak sensitive data. But doing so leaves a gap between reasoning and reality that can only be filled by accounting for the behaviour of the compiler. This task is…

Logic in Computer Science · Computer Science 2020-10-23 Robert Sison , Toby Murray

Command-line interface (CLI) fuzzing tests programs by mutating both command-line options and input file contents, thus enabling discovery of vulnerabilities that only manifest under specific option-input combinations. Prior works of CLI…

Cryptography and Security · Computer Science 2026-03-16 Momoko Shiraishi , Yinzhi Cao , Takahiro Shinagawa

Developers and data scientists often struggle to write command-line inputs, even though graphical interfaces or tools like ChatGPT can assist. The solution? "ai-cli," an open-source system inspired by GitHub Copilot that converts natural…

Software Engineering · Computer Science 2023-09-14 Diomidis Spinellis

This paper presents LWeb, a framework for enforcing label-based, information flow policies in database-using web applications. In a nutshell, LWeb marries the LIO Haskell IFC enforcement library with the Yesod web programming framework. The…

Programming Languages · Computer Science 2019-01-24 James Parker , Niki Vazou , Michael Hicks

In-context learning (ICL) has emerged as a powerful paradigm leveraging LLMs for specific downstream tasks by utilizing labeled examples as demonstrations (demos) in the preconditioned prompts. Despite its promising performance, crafted…

Machine Learning · Computer Science 2025-05-30 Xiangyu Zhou , Yao Qiang , Saleh Zare Zade , Prashant Khanduri , Dongxiao Zhu

As large language models (LLMs) increasingly integrate native code interpreters, they enable powerful real-time execution capabilities, substantially expanding their utility. However, such integrations introduce potential system-level…

Cryptography and Security · Computer Science 2025-07-28 Gabriel Chua

Websites today routinely combine JavaScript from multiple sources, both trusted and untrusted. Hence, JavaScript security is of paramount importance. A specific interesting problem is information flow control (IFC) for JavaScript. In this…

Cryptography and Security · Computer Science 2014-01-22 Abhishek Bichhawat , Vineet Rajani , Deepak Garg , Christian Hammer

Reified Input/Output (I/O) logic[21] has been recently proposed to model real-world norms in terms of the logic in [11]. This is massively grounded on the notion of reification, and it has specifically designed to model meaning of natural…

Artificial Intelligence · Computer Science 2021-10-15 Livio Robaldo , Kolawole J. Adebayo

SAFE is a clean-slate design for a highly secure computer system, with pervasive mechanisms for tracking and limiting information flows. At the lowest level, the SAFE hardware supports fine-grained programmable tags, with efficient and…

Programming modern high-performance computing systems is challenging due to the need to efficiently program GPUs and accelerators and to handle data movement between nodes. The C++ language has been continuously enhanced in recent years…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-12 Biagio Cosenza , Lorenzo Carpentieri , Kaijie Fan , Marco D'Antonio , Peter Thoman , Philip Salzmann

Assured Remote Execution on a device is the ability of suitably authorized parties to construct secure channels with known processes -- i.e. processes executing known code -- running on it. Assured Remote Execution requires a hardware basis…

Cryptography and Security · Computer Science 2024-09-24 Scott L. Dyer , Christian A. Femrite , Joshua D. Guttman , Julian P. Lanson , Moses D. Liskov

Built on top of UDP, the relatively new QUIC protocol serves as the baseline for modern web protocol stacks. Equipped with a rich feature set, the protocol is defined by a 151 pages strong IETF standard complemented by several additional…

Cryptography and Security · Computer Science 2023-07-03 Stefan Tatschner , Sebastian N. Peters , David Emeis , John Morris , Thomas Newe

Prompt injection attacks, where untrusted data contains an injected prompt to manipulate the system, have been listed as the top security threat to LLM-integrated applications. Model-level prompt injection defenses have shown strong…

Cryptography and Security · Computer Science 2026-02-09 Sizhe Chen , Arman Zharmagambetov , David Wagner , Chuan Guo

Context and motivation: Usage of Formal Specification languages is scarce in web application development as compared to safety critical/hardware systems. Question/problem: An apt formal specification language should provide the following…

Software Engineering · Computer Science 2019-01-09 Karthika Venkatesan , Sujit Kumar Chakrabarti

As an emerging application paradigm, serverless computing attracts attention from more and more attackers. Unfortunately, security tools for conventional applications cannot be easily ported to serverless, and existing serverless security…

Cryptography and Security · Computer Science 2020-11-11 Deepak Sirone Jegan , Liang Wang , Siddhant Bhagat , Thomas Ristenpart , Michael Swift

Symbolic execution has always been plagued by the inability to handle programs that require highly structured inputs. Most often, the symbolic execution engine gets overwhelmed by the sheer number of infeasible paths and fails to explore…

Programming Languages · Computer Science 2021-04-06 Anay Mehrotra , Ayush Bansal , Awanish Pandey , Subhajit Roy

The growing sophistication, frequency, and diversity of cyberattacks increasingly exceed the capacity of individual entities to fully understand and counter them. While existing solutions, such as Security Information and Event Management…

Cryptography and Security · Computer Science 2025-12-17 Tadeu Freitas , Carlos Novo , Manuel E. Correia , Rolando Martins

Contextual Integrity (CI) defines privacy not merely as keeping information hidden, but as governing information flows according to the norms of a given context. As large language models are increasingly deployed as personal agents handling…

Machine Learning · Computer Science 2026-05-21 Sangwoo Park , Woongyeong Yeo , Seanie Lee , Yumin Choi , Hyomin Lee , Kangsan Kim , Jinheon Baek , Seong Joon Oh , Sung Ju Hwang