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Despite the impressive adaptability of large language models (LLMs), challenges remain in ensuring their security, transparency, and interpretability. Given their susceptibility to adversarial attacks, LLMs need to be defended with an…

人工智能 · 计算机科学 2024-10-11 Tomas Bueno Momcilovic , Beat Buesser , Giulio Zizzo , Mark Purcell , Dian Balta

Dynamics and uncertainty are essential features of real-life argumentation, and many recent studies have focused on integrating both aspects into Dung's well-known abstract Argumentation Frameworks (AFs). This paper proposes a combination…

计算机科学中的逻辑 · 计算机科学 2023-02-08 Antonio Yuste-Ginel , Andreas Herzig

By exploiting the increasing surface attack of systems, cyber-attacks can cause catastrophic events, such as, remotely disable safety mechanisms. This means that in order to avoid hazards, safety and security need to be integrated,…

计算机科学中的逻辑 · 计算机科学 2019-01-03 Vivek Nigam , Alexander Pretschner , Harald Ruess

As autonomous driving technology continues to advance, end-to-end models have attracted considerable attention owing to their superior generalisation capability. Nevertheless, such learning-based systems entail numerous safety risks…

机器人学 · 计算机科学 2025-05-22 Hongrui Kou , Zhouhang Lyu , Ziyu Wang , Cheng Wang , Yuxin Zhang

The theory of abstract argumentation frameworks (afs) has, in the main, focused on finite structures, though there are many significant contexts where argumentation can be regarded as a process involving infinite objects. To address this…

人工智能 · 计算机科学 2018-10-12 Pietro Baroni , Federico Cerutti , Paul E. Dunne , Massimiliano Giacomin

As large language models are integrated into society, robustness toward a suite of prompts is increasingly important to maintain reliability in a high-variance environment.Robustness evaluations must comprehensively encapsulate the various…

计算与语言 · 计算机科学 2023-11-14 Alex Mei , Sharon Levy , William Yang Wang

Runtime assurance (RTA) addresses the problem of keeping an autonomous system safe while using an untrusted (or experimental) controller. This can be done via logic that explicitly switches between the untrusted controller and a safety…

计算机科学中的逻辑 · 计算机科学 2023-06-08 Kristina Miller , Christopher K. Zeitler , William Shen , Mahesh Viswanathan , Sayan Mitra

Abstract argumentation provides us with methods such as gradual and Dung semantics with which to evaluate arguments after potential attacks by other arguments. Some of these methods can take intrinsic strengths of arguments as input, with…

人工智能 · 计算机科学 2021-09-02 Jeroen Paul Spaans

Chain-of-Thought (CoT) prompting has been used to enhance the reasoning capability of LLMs. However, its reliability in security-sensitive analytical tasks remains insufficiently examined, particularly under structured human evaluation.…

密码学与安全 · 计算机科学 2026-04-07 Jiling Zhou , Aisvarya Adeseye , Seppo Virtanen , Antti Hakkala , Jouni Isoaho

Large language models (LLMs) achieve strong reasoning performance through chain-of-thought (CoT) reasoning, yet often generate unnecessarily long reasoning paths that incur high inference cost. Recent self-consistency-based approaches…

计算与语言 · 计算机科学 2026-03-19 Juming Xiong , Kevin Guo , Congning Ni , Chao Yan , Katherine Brown , Avinash Baidya , Xiang Gao , Bradley Malin , Zhijun Yin

Pairwise model comparisons drawn from foundation-model benchmarks ("A is safer than B") are read as quantitative verdicts but hinge on harness choices benchmark papers under-specify. We close one theory-benchmark loop on this primitive: a…

机器学习 · 计算机科学 2026-05-26 Yanhang Li , Zhichao Fan , Zexin Zhuang

The spread of misinformation, propaganda, and flawed argumentation has been amplified in the Internet era. Given the volume of data and the subtlety of identifying violations of argumentation norms, supporting information analytics tasks,…

Large Language Models (LLMs) face a fundamental safety-helpfulness trade-off due to static, one-size-fits-all safety policies that lack runtime controllabilityxf, making it difficult to tailor responses to diverse application needs. %As a…

计算与语言 · 计算机科学 2026-02-09 Jianfeng Si , Lin Sun , Weihong Lin , Xiangzheng Zhang

The widespread adoption of web applications has made their security a critical concern and has increased the need for systematic ways to assess whether they can be considered trustworthy. However, "trust" assessment remains an open problem…

密码学与安全 · 计算机科学 2026-03-26 Oleksandr Yarotskyi , José D'Abruzzo Pereira , João R. Campos

Effective software safety standards will contribute to confidence, or assurance, in the safety of the systems in which the software is used. It is infeasible to demonstrate a correlation between standards and accidents, but there is an…

软件工程 · 计算机科学 2014-04-29 John A. McDermid

Most adversarial threats in artificial intelligence (AI) target the computational behavior of models rather than the humans who rely on them. Yet modern AI systems increasingly operate within human decision loops, where users interpret and…

人工智能 · 计算机科学 2026-05-18 Shutong Fan , Lan Zhang , Xiaoyong Yuan

Memory safety is an essential correctness property of software systems. For programs operating on linked heap-allocated data structures, the problem of proving memory safety boils down to analyzing the possible shapes of data structures,…

编程语言 · 计算机科学 2024-08-20 Sebastian Wolff , Ekanshdeep Gupta , Zafer Esen , Hossein Hojjat , Philipp Rümmer , Thomas Wies

We introduce heap automata, a formalism for automatic reasoning about robustness properties of the symbolic heap fragment of separation logic with user-defined inductive predicates. Robustness properties, such as satisfiability,…

计算机科学中的逻辑 · 计算机科学 2016-10-25 Christina Jansen , Jens Katelaan , Christoph Matheja , Thomas Noll , Florian Zuleger

Assurance cases are structured arguments that are commonly used to reason about the safety of a product or service. Currently, there is an ongoing push towards using assurance cases for also cybersecurity, especially in safety-critical…

软件工程 · 计算机科学 2020-04-01 Mazen Mohamad , Alexander Åström , Örjan Askerdal , Jörgen Borg , Riccardo Scandariato

Assumption-based Argumentation (ABA) is a well-established form of structured argumentation. ABA frameworks with an underlying atomic language are widely studied, but their applicability is limited by a representational restriction to…