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System identification uses measurements of a dynamic system's input and output to reconstruct a mathematical model for that system. These can be mechanical, electrical, physiological, among others. Since most of the systems around us…

系统与控制 · 电气工程与系统科学 2022-02-28 Kiana Karami , David Westwick , Johan Schoukens

Continual learning aims to refine model parameters for new tasks while retaining knowledge from previous tasks. Recently, prompt-based learning has emerged to leverage pre-trained models to be prompted to learn subsequent tasks without the…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Jisu Han , Jaemin Na , Wonjun Hwang

Watermarking has become a plausible candidate for ownership verification and intellectual property protection of deep neural networks. Regarding image classification neural networks, current watermarking schemes uniformly resort to backdoor…

密码学与安全 · 计算机科学 2022-04-12 Fangqi Li , Shilin Wang

System auditing is a vital technique for collecting system call events as system provenance and investigating complex multi-step attacks such as Advanced Persistent Threats. However, existing attack investigation methods struggle to uncover…

密码学与安全 · 计算机科学 2025-07-22 Saimon Amanuel Tsegai , Xinyu Yang , Haoyuan Liu , Peng Gao

Prescriptive Process Monitoring (PresPM) is an emerging area within Process Mining, focused on optimizing processes through real-time interventions for effective decision-making. PresPM holds significant promise for organizations seeking…

数据库 · 计算机科学 2025-07-03 Jakob De Moor , Hans Weytjens , Johannes De Smedt , Jochen De Weerdt

We demonstrate that while the current approaches for language model watermarking are effective for open-ended generation, they are inadequate at watermarking LM outputs for constrained generation tasks with low-entropy output spaces.…

密码学与安全 · 计算机科学 2026-01-21 Nghia T. Le , Alan Ritter , Kartik Goyal

In a world of increasing closed-source commercial machine learning models, model evaluations from developers must be taken at face value. These benchmark results-whether over task accuracy, bias evaluations, or safety checks-are…

Visual prompting (VP) is a new technique that adapts well-trained frozen models for source domain tasks to target domain tasks. This study examines VP's benefits for black-box model-level backdoor detection. The visual prompt in VP maps…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Zi-Xuan Huang , Jia-Wei Chen , Zhi-Peng Zhang , Chia-Mu Yu

Advanced Persistent Threats (APTs) pose critical challenges to modern cybersecurity due to their multi-stage and stealthy nature. While provenance-based detection approaches show promise in capturing causal attack semantics, current threat…

密码学与安全 · 计算机科学 2026-03-11 Wenhao Yan , Ning An , Linxu Li , Bingsheng Bi , Bo Jiang , Zhigang Lu , Baoxu Liu , Junrong Liu , Cong Dong

In an organization specifically as virtual as cloud there is need for access control systems to constrain users direct or backhanded action that could lead to breach of security. In cloud, apart from owner access to confidential data the…

密码学与安全 · 计算机科学 2014-11-10 Muralikrishnan Ramane , Balaji Vasudevan , Sathappan Allaphan

This article examines the use of the Prolog language for writing verification, analysis and transformation tools. Guided by experience in teaching and the development of verification tools like ProB or specialisation tools like ECCE and…

编程语言 · 计算机科学 2020-08-10 Michael Leuschel

Generative artificial intelligence now synthesizes photorealistic imagery, audio, and video at a cost that defeats traditional forensic intuition. The legal consequences span three regimes studied so far in isolation: international…

密码学与安全 · 计算机科学 2026-05-21 Gustav Olaf Yunus Laitinen-Fredriksson Lundström-Imanov , Nurana Abdullayeva

Successful data-driven science requires complex data engineering pipelines to clean, transform, and alter data in preparation for machine learning, and robust results can only be achieved when each step in the pipeline can be justified, and…

数据库 · 计算机科学 2024-04-08 Adriane Chapman , Luca Lauro , Paolo Missier , Riccardo Torlone

Security verification of communication protocols in industrial and safety-critical systems is challenging because implementations are often proprietary, accessible only as black boxes, and too complex for manual modeling. As a result,…

密码学与安全 · 计算机科学 2026-03-02 Stefan Marksteiner , Mikael Sjödin , Marjan Sirjani

Prompt engineering has emerged as a powerful technique for optimizing large language models (LLMs) for specific applications, enabling faster prototyping and improved performance, and giving rise to the interest of the community in…

人工智能 · 计算机科学 2025-02-17 Roman Levin , Valeriia Cherepanova , Abhimanyu Hans , Avi Schwarzschild , Tom Goldstein

Provenance is derivative journal information about the origin and activities of system data and processes. For a highly dynamic system like the cloud, provenance can be accurately detected and securely used in cloud digital forensic…

分布式、并行与集群计算 · 计算机科学 2014-09-22 Asif Imran , Nadia Nahar , Kazi Sakib

Data volumes and rates of research infrastructures will continue to increase in the upcoming years and impact how we interact with their final data products. Little of the processed data can be directly investigated and most of it will be…

Explaining why an answer is (or is not) returned by a query is important for many applications including auditing, debugging data and queries, and answering hypothetical questions about data. In this work, we present the first practical…

数据库 · 计算机科学 2018-08-20 Seokki Lee , Bertram Ludaescher , Boris Glavic

The quality and correct functioning of software components embedded in electronic systems are of utmost concern especially for safety and mission-critical systems. Model-based testing and formal verification techniques can be employed to…

形式语言与自动机理论 · 计算机科学 2019-01-08 Shahbaz Ali , Hailong Sun , Yongwang Zhao

Software verification competitions, such as the annual SV-COMP, evaluate software verification tools with respect to their effectivity and efficiency. Typically, the outcome of a competition is a (possibly category-specific) ranking of the…

机器学习 · 计算机科学 2017-03-03 Mike Czech , Eyke Hüllermeier , Marie-Christine Jakobs , Heike Wehrheim