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Commercial large language models are typically deployed as black-box API services, requiring users to trust providers to execute inference correctly and report token usage honestly. We present IMMACULATE, a practical auditing framework that…

Cryptography and Security · Computer Science 2026-02-27 Yanpei Guo , Wenjie Qu , Linyu Wu , Shengfang Zhai , Lionel Z. Wang , Ming Xu , Yue Liu , Binhang Yuan , Dawn Song , Jiaheng Zhang

Open-vocabulary state tracking is a more practical version of state tracking that aims to track state changes of entities throughout a process without restricting the state space and entity space. OpenPI is to date the only dataset…

Computation and Language · Computer Science 2023-06-22 Xueqing Wu , Sha Li , Heng Ji

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

Simulink is a widely used model-based development environment for embedded systems. Stateflow is a component of Simulink for modeling event-driven control via hierarchical state machines and flow charts. However, Stateflow lacks an official…

Formal Languages and Automata Theory · Computer Science 2022-07-26 Shicheng Yi , Shuling Wang , Bohua Zhan , Naijun Zhan

A common way of exposing functionality in contemporary systems is by providing a Web-API based on the REST API architectural guidelines. To describe REST APIs, the industry standard is currently OpenAPI-specifications. Test generation and…

Software Engineering · Computer Science 2023-10-27 Stefan Karlsson , Robbert Jongeling , Adnan Causevic , Daniel Sundmark

A common way to get insight into a malicious program's functionality is to look at which API functions it calls. To complicate the reverse engineering of their programs, malware authors deploy API obfuscation techniques, hiding them from…

Cryptography and Security · Computer Science 2020-12-08 Vadim Kotov , Michael Wojnowicz

Matlab/Simulink is a development and simulation language that is widely used by the Cyber-Physical System (CPS) industry to model dynamical systems. There are two mainstream approaches to verify CPS Simulink models: model testing that…

Software Engineering · Computer Science 2019-05-10 Shiva Nejati , Khouloud Gaaloul , Claudio Menghi , Lionel C. Briand , Stephen Foster , David Wolfe

Recent advancements in large language models (LLM) capable of processing extremely long texts highlight the need for a dedicated evaluation benchmark to assess their long-context capabilities. However, existing methods, like the…

Computation and Language · Computer Science 2025-02-28 Taewhoo Lee , Chanwoong Yoon , Kyochul Jang , Donghyeon Lee , Minju Song , Hyunjae Kim , Jaewoo Kang

AI agents are increasingly deployed across diverse domains to automate complex workflows through long-horizon and high-stakes action executions. Due to their high capability and flexibility, such agents raise significant security and safety…

Modern web applications rely heavily on client-side API calls to fetch data, render content, and communicate with backend services. However, the quality of these network interactions (redundant requests, missing cache headers, oversized…

Software Engineering · Computer Science 2026-02-19 Ali Hassaan Mughal , Muhammad Bilal , Noor Fatima

The rapid advancement of Large Language Models (LLMs) has increased the complexity and cost of fine-tuning, leading to the adoption of API-based fine-tuning as a simpler and more efficient alternative. While this method is popular among…

Computation and Language · Computer Science 2025-03-17 Hongyu Su , Yifeng Gao , Yifan Ding , Xingjun Ma

Text-to-SQL systems powered by Large Language Models have excelled on academic benchmarks but struggle in complex enterprise environments. The primary limitation lies in their reliance on static schema representations, which fails to…

Databases · Computer Science 2026-02-20 Bowen Cao , Weibin Liao , Yushi Sun , Dong Fang , Haitao Li , Wai Lam

Explainable AI (XAI) holds significant promise for enhancing the transparency and trustworthiness of AI-driven threat detection in Security Operations Centers (SOCs). However, identifying the appropriate level and format of explanation,…

Cryptography and Security · Computer Science 2025-07-22 Nidhi Rastogi , Shirid Pant , Devang Dhanuka , Amulya Saxena , Pranjal Mairal

Automated unit test generation for C remains a formidable challenge due to the semantic gap between high-level program intent and the rigid syntactic constraints of pointer arithmetic and manual memory management. While Large Language…

Software Engineering · Computer Science 2026-02-19 Jaid Monwar Chowdhury , Chi-An Fu , Reyhaneh Jabbarvand

We describe a method and tool called \textit{ContractCheck} that allows for the consistency analysis of legal contracts, in particular Sales Purchase Agreements (SPAs). The analysis relies on an encoding of the premises for the execution of…

Logic in Computer Science · Computer Science 2022-12-08 Alan Khoja , Martin Kölbl , Stefan Leue , Rüdiger Wilhelmi

Scenario testing is an important technique for detecting errors in web systems. Testers draft test scenarios and convert them into test scripts for execution. Early methods relied on testers to convert test scenarios into test scripts.…

Software Engineering · Computer Science 2026-04-16 Zhenyu Wan , Gong Chen , Qing Huang , Xiaoyuan Xie

Agentic security systems increasingly audit live targets with tool-using LLMs, but prior systems fix a single coordination topology, leaving unclear when additional agents help and when they only add cost. We treat topology choice as an…

Cryptography and Security · Computer Science 2026-04-22 Isaac David , Arthur Gervais

Agentic AI systems plan, use tools, maintain state, and act across multi-step workflows with external effects, meaning trustworthy deployment can no longer be judged by task completion alone. The current literature remains fragmented across…

Software Engineering · Computer Science 2026-04-23 Christopher Koch , Joshua Andreas Wellbrock

AI-augmented data processing systems (DPSs) integrate large language models (LLMs) into query pipelines, allowing powerful semantic operations on structured and unstructured data. However, the reliability (a.k.a. trust) of these systems is…

Databases · Computer Science 2025-09-03 Alexander W. Lee , Justin Chan , Michael Fu , Nicolas Kim , Akshay Mehta , Deepti Raghavan , Ugur Cetintemel

REST APIs are prevalent among web service implementations, easing interoperability through the HTTP protocol. API testers and users exploit the widely adopted OpenAPI Specification (OAS), a machine-readable standard to document REST APIs.…

Software Engineering · Computer Science 2025-07-17 Alix Decrop , Xavier Devroey , Mike Papadakis , Pierre-Yves Schobbens , Gilles Perrouin
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