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The widespread integration of Large Language Models (LLMs) necessitates rigorous and systematic safety evaluation. Existing paradigms either rely on constructed benchmarks to assess safety from predefined perspectives, or employ dynamic…

Artificial Intelligence · Computer Science 2026-05-26 Xiaoyue Lu , Xianglin Yang , Haijun Liu , Jiahao Liu , Kuntai Cai , Yan Xiao , Jin Song Dong

Computer programs are increasingly being deployed in partially-observable environments. A partially observable environment is an environment whose state is not completely visible to the program, but from which the program receives partial…

Programming Languages · Computer Science 2021-01-14 Eric Atkinson , Michael Carbin

Despite strong performance on code generation tasks, it remains unclear whether large language models (LLMs) genuinely reason about code execution. Existing code reasoning benchmarks primarily evaluate final output correctness under a…

Software Engineering · Computer Science 2026-04-29 Jun Gao , Yun Peng , Qian Qiao , Changhai Zhou , Yuhua Zhou , Shiyang Zhang , Shichao Weng , Zhenchang Xing , Xiaoxue Ren

LLM coding agents now generate code at an unprecedented scale, yet LLM-generated code introduces cybersecurity vulnerabilities into codebases without human involvement. Even when frontier models are explicitly asked to write secure…

Cryptography and Security · Computer Science 2026-05-12 Houjun Liu , Lisa Einstein , John Yang , Joachim Baumann , Duncan Eddy , Christopher D. Manning , Mykel Kochenderfer , Diyi Yang

Register-Transfer Level (RTL) verification is a primary bottleneck, consuming 60-70% of development time. While Large Language Models (LLMs) show promise for RTL automation, their performance and research focus have overwhelmingly centered…

Artificial Intelligence · Computer Science 2025-12-10 Yujie Zhao , Zhijing Wu , Boqin Yuan , Zhongming Yu , Hejia Zhang , Wentao Ni , Chia-Tung Ho , Haoxing Ren , Jishen Zhao

Eventual consistency is a more natural model than strong consistency for a distributed system, since it is closer to the underlying physical reality. Therefore, we propose that it is important to find a programming model that is both…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-12-17 Christopher Meiklejohn

Learning constraint-satisfying policies from offline data without risky online interaction is crucial for safety-critical decision making. Conventional methods typically learn cost value functions from abundant unsafe samples to define…

Machine Learning · Computer Science 2026-05-05 Ruiqi Xue , Lei Yuan , Kainuo Cheng , Jing-Wen Yang , Yang Yu

A Proof of Secure Erasure (PoSE) is a communication protocol where a verifier seeks evidence that a prover has erased its memory within the time frame of the protocol execution. Designers of PoSE protocols have long been aware that, if a…

Cryptography and Security · Computer Science 2024-01-15 Sergiu Bursuc , Reynaldo Gil-Pons , Sjouke Mauw , Rolando Trujillo-Rasua

Secure software is a cornerstone to safe and resilient digital ecosystems. It offers strong foundation to protect users' sensitive data and guard against cyber-threats. The rapidly increasing landscape of digital economy has encouraged…

Cryptography and Security · Computer Science 2023-07-13 Irum Rauf , Tamara Lopez , Thein Tun , Marian Petre , Bashar Nuseibeh

The software development process is considered as one of the key guidelines in the creation of said software and this approach is necessary for providing a more efficient yet satisfactory output. Without separation of work into distinct…

Software Engineering · Computer Science 2020-12-15 Alya Hannah Ahmad Kamal , Caryn Chuah Yi Yen , Gan Jia Hui , Pang Sze Ling , Fatima-tuz-Zahra

Tracing the sequence of library and system calls that a program makes is very helpful in the characterization of its interactions with the surrounding environment and ultimately of its semantics. Due to entanglements of real-world software…

Cryptography and Security · Computer Science 2024-10-30 Daniele Cono D'Elia , Simone Nicchi , Matteo Mariani , Matteo Marini , Federico Palmaro

LogicWeb mobile code consists of Prolog-like rules embedded in Web pages, thereby adding logic programming behaviour to those pages. Since LogicWeb programs are downloaded from foreign hosts and executed locally, there is a need to protect…

Programming Languages · Computer Science 2007-05-23 Seng Wai Loke , Andrew Davison

Proving only over source code that programs do not leak sensitive data leaves a gap between reasoning and reality that can only be filled by accounting for the behaviour of the compiler. Furthermore, software does not always have the luxury…

Programming Languages · Computer Science 2023-06-22 Robert Sison , Toby Murray

Precondition inference is a non-trivial task with several applications in program analysis and verification. We present a novel iterative method for automatically deriving sufficient preconditions for safety and unsafety of programs which…

Logic in Computer Science · Computer Science 2018-11-19 Bishoksan Kafle , Graeme Gange , Peter Schachte , Harald Sondergaard , Peter J. Stuckey

While new technologies emerge, human errors always looming. Software supply chain is increasingly complex and intertwined, the security of a service has become paramount to ensuring the integrity of products, safeguarding data privacy, and…

Cryptography and Security · Computer Science 2025-01-22 Vasileios Alevizos , George A Papakostas , Akebu Simasiku , Dimitra Malliarou , Antonis Messinis , Sabrina Edralin , Clark Xu , Zongliang Yue

Conventional approaches for ensuring the security of application software at run-time, through monitoring, either produce (high rates of) false alarms (e.g. intrusion detection systems) or limit application performance (e.g. run-time…

Cryptography and Security · Computer Science 2016-01-19 Muhammad Taimoor Khan , Dimitrios Serpanos , Howard Shrobe

For computer software, our security models, policies, mechanisms, and means of assurance were primarily conceived and developed before the end of the 1970's. However, since that time, software has changed radically: it is thousands of times…

Cryptography and Security · Computer Science 2016-11-15 Úlfar Erlingsson

Formal verification and testing are complementary approaches which are used in the development process to verify the functional correctness of software. However, the correctness of software cannot ensure the safe operation of…

Software Engineering · Computer Science 2016-12-12 Asim Abdulkhaleq , Stefan Wagner , Nancy Leveson

We present a logical framework for the verification of relational properties in imperative programs. Our work is motivated by relational properties which come from security applications and often require reasoning about formulas with…

Logic in Computer Science · Computer Science 2019-08-13 Gilles Barthe , Renate Eilers , Pamina Georgiou , Bernhard Gleiss , Laura Kovacs , Matteo Maffei

We introduce SecRef*, a secure compilation framework protecting stateful programs verified in F* against linked unverified code, with which the program dynamically shares ML-style mutable references. To ease program verification in this…