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Agentic AI systems powered by Large Language Models (LLMs) as their foundational reasoning engine, are transforming clinical workflows such as medical report generation and clinical summarization by autonomously analyzing sensitive…

Multiagent Systems · Computer Science 2025-05-08 Subash Neupane , Sudip Mittal , Shahram Rahimi

Multi-agent systems increasingly expose explicit workflow structure: agents, tools, tool-access rules, restrictions, and delegation paths. Existing evaluations rely largely on end-to-end task success, benchmark scores, final-response…

Software Engineering · Computer Science 2026-05-27 Nafiseh Kahani , Mojtaba Bagherzadeh

Smart contract applications on the blockchain can only reach their full potential if they integrate seamlessly with traditional software systems via a programmatic interface. This interface should provide for originating and invoking…

Programming Languages · Computer Science 2021-08-31 Thi Thu Ha Doan , Peter Thiemann

Business Collaboration Platforms like Microsoft Teams and Slack enable teamwork by supporting text chatting and third-party resource integration. A user can access online file storage, make video calls, and manage a code repository, all…

Cryptography and Security · Computer Science 2022-10-25 Yunang Chen , Yue Gao , Nick Ceccio , Rahul Chatterjee , Kassem Fawaz , Earlence Fernandes

We introduce SciTaRC, an expert-authored benchmark of questions about tabular data in scientific papers requiring both deep language reasoning and complex computation. We show that current state-of-the-art AI models fail on at least 23% of…

Computation and Language · Computer Science 2026-03-11 Hexuan Wang , Yaxuan Ren , Srikar Bommireddypalli , Shuxian Chen , Adarsh Prabhudesai , Rongkun Zhou , Elina Baral , Philipp Koehn

Existing benchmarks and training pipelines for industrial intelligent customer service (ICS) remain misaligned with real-world dialogue requirements, overemphasizing verifiable task success while under-measuring subjective service quality…

Computation and Language · Computer Science 2026-05-26 Tianhong Gao , Jundong Shen , Jiapeng Wang , Bei Shi , Ying Ju , Junfeng Yao , Huiyu Yu

Third-party Large Language Model (LLM) API gateways are rapidly emerging as unified access points to models offered by multiple vendors. However, the internal routing, caching, and billing policies of these gateways are largely undisclosed,…

Cryptography and Security · Computer Science 2026-04-24 Guanjie Lin , Yinxin Wan , Shichao Pei , Ting Xu , Kuai Xu , Guoliang Xue

The evolution of Large Language Models (LLMs) into autonomous agents has expanded the scope of AI coding from localized code generation to complex, repository-level, and execution-driven problem solving. However, current benchmarks…

Software Engineering · Computer Science 2026-01-19 Jie Yang , Honglin Guo , Li Ji , Jiazheng Zhou , Rui Zheng , Zhikai Lei , Shuo Zhang , Zhiheng Xi , Shichun Liu , Yuxin Wang , Bo Wang , Yining Zheng , Tao Gui , Xipeng Qiu

Through in-context learning (ICL), large-scale language models are effective few-shot learners without additional model fine-tuning. However, the ICL performance does not scale well with the number of available training samples as it is…

Computation and Language · Computer Science 2023-06-16 Hyunsoo Cho , Hyuhng Joon Kim , Junyeob Kim , Sang-Woo Lee , Sang-goo Lee , Kang Min Yoo , Taeuk Kim

The effective execution of tests for REST APIs remains a considerable challenge for development teams, driven by the inherent complexity of distributed systems, the multitude of possible scenarios, and the limited time available for test…

Software Engineering · Computer Science 2025-09-09 Thiago Barradas , Aline Paes , Vânia de Oliveira Neves

The widespread recognition of the smart contracts has established their importance in the landscape of next generation blockchain technology. However, writing a correct smart contract is notoriously difficult. Moreover, once a…

Software Engineering · Computer Science 2019-11-26 Xinming Wang , Zhijian Xie , Jiahao He , Gansen Zhao , Nie Ruihua

Autonomous vehicles (AV) depend on the sensors like RADAR and camera for the perception of the environment, path planning, and control. With the increasing autonomy and interactions with the complex environment, there have been growing…

Systems and Control · Computer Science 2021-06-22 Abu Hasnat Mohammad Rubaiyat , Yongming Qin , Homa Alemzadeh

AI-enabled services deployed in critical digital infrastructure are subject to governance obligations spanning transparency, accountability, fairness, and traceability. Compliance today remains documentation-centric: obligations are…

Artificial Intelligence · Computer Science 2026-05-25 Aasish Kumar Sharma , Julian M. Kunkel

REST API test case generation tools are evolving rapidly, with growing capabilities for the automated generation of complex tests. However, despite their strengths in test data generation, these tools are constrained by the types of test…

Software Engineering · Computer Science 2025-09-03 Juan C. Alonso , Alberto Martin-Lopez , Sergio Segura , Gabriele Bavota , Antonio Ruiz-Cortés

For digital infrastructure to be safe, compatible, and standards-aligned, automated communication protocol compliance verification is crucial. Nevertheless, current rule-based systems are becoming less and less effective since they are…

Cryptography and Security · Computer Science 2026-04-07 Mohammad Wali Ur Rahman , Martin Manuel Lopez , Lamia Tasnim Mim , Carter Farthing , Julius Battle , Kathryn Buckley , Salim Hariri

Hardware verification is one of the most challenging stages of the hardware design process, requiring significant time and resources to ensure a design is fully validated and production-ready. Verification teams aim to maximize design…

Hardware Architecture · Computer Science 2026-05-22 Sean Lowe , Elias Hilaneh , Alma Babbit , Nakul Gopalan , Vidya Chhabria , Aman Arora

Side-channel attacks are a major threat to the security of cryptosystems. Masking is a widely used countermeasure against such attacks, but proving the security of masked algorithms is error-prone without formal verification. In this work,…

Logic in Computer Science · Computer Science 2026-05-26 Satoshi Kura , Katsuyuki Takashima

Applications of formal methods for state space exploration have been successfully applied to evaluate robust critical software systems. Formal methods enable discovery of error conditions that conventional testing may miss, and can aid in…

Software Engineering · Computer Science 2020-04-09 Tyler D. Smith , Ryan Peroutka , Robert Edman

The increasing autonomy of Large Language Models (LLMs) necessitates a rigorous evaluation of their potential to aid in cyber offense. Existing benchmarks often lack real-world complexity and are thus unable to accurately assess LLMs'…

Cryptography and Security · Computer Science 2025-10-14 Zicheng Liu , Lige Huang , Jie Zhang , Dongrui Liu , Yuan Tian , Jing Shao

This paper proposes a new methodology for early validation of high-level requirements on cyber-physical systems with the aim of improving their quality and, thus, lowering chances of specification errors propagating into later stages of…