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Large Language Models (LLMs) are increasingly deployed in high-stakes contexts where their outputs influence real-world decisions. However, evaluating bias in LLM outputs remains methodologically challenging due to sensitivity to prompt…

计算与语言 · 计算机科学 2026-01-13 William Guey , Wei Zhang , Pei-Luen Patrick Rau , Pierrick Bougault , Vitor D. de Moura , Bertan Ucar , Jose O. Gomes

We present IBR, an Iterative Backward Reasoning model to solve the proof generation tasks on rule-based Question Answering (QA), where models are required to reason over a series of textual rules and facts to find out the related proof path…

计算与语言 · 计算机科学 2022-05-25 Hanhao Qu , Yu Cao , Jun Gao , Liang Ding , Ruifeng Xu

Third-party libraries (TPLs) are extensively utilized by developers to expedite the software development process and incorporate external functionalities. Nevertheless, insecure TPL reuse can lead to significant security risks. Existing…

软件工程 · 计算机科学 2023-09-13 Siyuan Li , Yongpan Wang , Chaopeng Dong , Shouguo Yang , Hong Li , Hao Sun , Zhe Lang , Zuxin Chen , Weijie Wang , Hongsong Zhu , Limin Sun

Isabelle is an interactive theorem prover that supports a variety of logics. It represents rules as propositions (not as functions) and builds proofs by combining rules. These operations constitute a meta-logic (or `logical framework') in…

计算机科学中的逻辑 · 计算机科学 2009-09-25 Lawrence C. Paulson

An Isabelle/HOL formalisation of G\"odel's two incompleteness theorems is presented. The work follows \'Swierczkowski's detailed proof of the theorems using hereditarily finite (HF) set theory. Avoiding the usual arithmetical encodings of…

计算机科学中的逻辑 · 计算机科学 2021-04-29 Lawrence C. Paulson

Progress has recently been made on specifying instruction set architectures (ISAs) in executable formalisms rather than through prose. However, to date, those formal specifications are limited to the functional aspects of the ISA and do not…

编程语言 · 计算机科学 2024-01-09 Sander Huyghebaert , Steven Keuchel , Coen De Roover , Dominique Devriese

Mission-time Linear Temporal Logic (MLTL) is rapidly increasing in popularity as a specification logic, e.g., for runtime verification and model checking, driving a need for a trustworthy tool base for analyzing MLTL. In this work, we…

计算机科学中的逻辑 · 计算机科学 2025-03-03 Katherine Kosaian , Zili Wang , Elizabeth Sloan , Kristin Rozier

Deductive verification of concurrent programs under weak memory has thus far been limited to simple programs over a monolithic state space. For scalabiility, we also require modular techniques with verifiable library abstractions. This…

编程语言 · 计算机科学 2020-12-29 Sadegh Dalvandi , Brijesh Dongol

Formal verification of traditional algorithms are of great significance due to their wide application in state-of-the-art software. Timsort is a complicated and hybrid stable sorting algorithm, derived from merge sort and insertion sort.…

软件工程 · 计算机科学 2018-12-11 Yu Zhang , Yongwang Zhao , David Sanan

Disassemblers are crucial in the analysis and modification of binaries. Existing works showing disassembler errors largely rely on practical implementation without specific guarantees and assume source code and compiler toolchains to…

密码学与安全 · 计算机科学 2025-07-08 Lambang Akbar Wijayadi , Yuancheng Jiang , Roland H. C. Yap , Zhenkai Liang , Zhuohao Liu

Hybrid is a formal theory implemented in Isabelle/HOL that provides an interface for representing and reasoning about object languages using higher-order abstract syntax (HOAS). This interface is built around an HOAS variable-binding…

计算机科学中的逻辑 · 计算机科学 2011-11-02 Alan J. Martin , Amy P. Felty

We present a formalization of higher-order logic in the Isabelle proof assistant, building directly on the foundational framework Isabelle/Pure and developed to be as small and readable as possible. It should therefore serve as a good…

计算机科学中的逻辑 · 计算机科学 2024-04-09 Simon Tobias Lund , Jørgen Villadsen

Modern explainable AI still struggles with a fundamental gap: although Bayesian networks (BNs) provide transparent probabilistic structure, there is no unified way to formally express, query, and verify what these models imply. Analysts…

人工智能 · 计算机科学 2026-04-29 Stefano M. Nicoletti , E. Moritz Hahn , Mariëlle Stoelinga

We present a process for the development of safety and security critical components in transportation systems targeting a high-level certification (CENELEC 50126/50128, DO 178, CC ISO/IEC 15408). The process adheres to the objectives of an…

软件工程 · 计算机科学 2019-05-17 Sergio Bezzecchi , Paolo Crisafulli , Charlotte Pichot , Burkhart Wolff

Simulink is a de-facto industrial standard for the design of embedded systems. In previous work, we developed a compositional analysis framework for Simulink models in Isabelle -- the Refinement Calculus of Reactive Systems (RCRS), which…

软件工程 · 计算机科学 2017-02-28 Viorel Preoteasa , Iulia Dragomir , Stavros Tripakis

In a recent paper, new theorems linking apparently unrelated mathematical objects (event structures from concurrency theory and full graphs arising in computational biology) were discovered by cross-site data mining on huge databases, and…

计算机科学中的逻辑 · 计算机科学 2023-06-21 Marco B. Caminati

Sound over-approximation methods have been proved effective for guaranteeing the absence of errors, but inevitably they produce false alarms that can hamper the programmers. Conversely, under-approximation methods are aimed at bug finding…

计算机科学中的逻辑 · 计算机科学 2026-01-23 Flavio Ascari , Roberto Bruni , Roberta Gori , Francesco Logozzo

Mechanized theorem proving is becoming the basis of reliable systems programming and rigorous mathematics. Despite decades of progress in proof automation, writing mechanized proofs still requires engineers' expertise and remains labor…

计算机科学中的逻辑 · 计算机科学 2019-04-19 Yutaka Nagashima

Formal verification via interactive theorem proving is increasingly used to ensure the correctness of critical systems, yet constructing large proof scripts remains highly manual and limits scalability. Advances in large language models…

人工智能 · 计算机科学 2026-05-08 Baoding He , Zenan Li , Wei Sun , Yuan Yao , Taolue Chen , Xiaoxing Ma , Zhendong Su

Binary neural networks (BNNs) are increasingly deployed in edge computing applications due to their low hardware complexity and high energy efficiency. However, verifying the robustness of BNNs against input perturbations, including…

新兴技术 · 计算机科学 2026-02-17 Rahul Singh , Seyran Saeedi , Zheng Zhang