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The rapid proliferation of large language models (LLMs) has intensified the requirement for reliable safety evaluation to uncover model vulnerabilities. To this end, numerous LLM safety evaluation benchmarks are proposed. However, existing…

Computation and Language · Computer Science 2025-08-22 Xiangyang Zhu , Yuan Tian , Chunyi Li , Kaiwei Zhang , Wei Sun , Guangtao Zhai

Periodic human activities with implicit workflows are common in manufacturing, sports, and daily life. While short-term periodic activities -- characterized by simple structures and high-contrast patterns -- have been widely studied,…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Fan Yang , Quanting Xie , Atsunori Moteki , Shoichi Masui , Shan Jiang , Kanji Uchino , Yonatan Bisk , Graham Neubig

The growth of digital storage capacities and diversity devices has had a significant time impact on digital forensic laboratories in law enforcement. Backlogs have become commonplace and increasingly more time is spent in the acquisition…

Cryptography and Security · Computer Science 2017-08-31 Ronald In de Braekt , Nhien-An Le-Khac , Jason Farina , Mark Scanlon , M-Tahar Kechadi

Applications' performance is influenced by the mapping of processes to computing nodes, the frequency and volume of exchanges among processing elements, the network capacity, and the routing protocol. A poor mapping of application processes…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-11 Jonas H. Müller Korndörfer , Mario Bielert , Laércio L. Pilla , Florina M. Ciorba

While current Computer Use Agent (CUA) benchmarks measure task completion effectively, they provide limited assessment of enterprise deployment readiness, emphasizing functional correctness over the operational reliability required for…

Software Engineering · Computer Science 2025-11-24 Horia Cristescu , Charles Park , Trong Canh Nguyen , Sergiu Talmacel , Alexandru-Gabriel Ilie , Stefan Adam

The rise of IoT has increased the need for on-edge machine learning, with TinyML emerging as a promising solution for resource-constrained devices such as MCU. However, evaluating their performance remains challenging due to diverse…

Machine Learning · Computer Science 2025-12-01 Pietro Bartoli , Christian Veronesi , Andrea Giudici , David Siorpaes , Diana Trojaniello , Franco Zappa

Smaller software companies, such as start-ups do not often follow an explicit process, but rather develop in a more or less unstructured way. Especially when they grow or customer involvement increases. This development without any…

Software Engineering · Computer Science 2018-09-07 Jakob Diebold , Philipp Diebold , Arthur Vetter

As transaction fees skyrocket today, blockchains become increasingly expensive, hurting their adoption in broader applications. This work tackles the saving of transaction fees for economic blockchain applications. The key insight is that…

Cryptography and Security · Computer Science 2022-10-11 Yibo Wang , Yuzhe Tang

Runtime scheduling and workflow systems are an increasingly popular algorithmic component in HPC because they allow full system utilization with relaxed synchronization requirements. There are so many special-purpose tools for task…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-03 David M. Rogers

Automation engineering is the task of integrating, via software, various sensors, actuators, and controls for automating a real-world process. Today, automation engineering is supported by a suite of software tools including integrated…

Software Engineering · Computer Science 2020-07-08 Arquimedes Canedo , Palash Goyal , Di Huang , Amit Pandey , Gustavo Quiros

Workflows play a crucial role in enhancing enterprise efficiency by orchestrating complex processes with multiple tools or components. However, hand-crafted workflow construction requires expert knowledge, presenting significant technical…

Computation and Language · Computer Science 2025-03-31 Hanchao Liu , Rongjun Li , Weimin Xiong , Ziyu Zhou , Wei Peng

Key to the effectiveness of crowdsourcing approaches for software engineering is workflow design, describing how complex work is organized into small, relatively independent microtasks. In this paper, we introduce a Behavior-Driven…

Software Engineering · Computer Science 2020-09-03 Emad Aghayi , Thomas D. LaToza , Paurav Surendra , Seyedmeysam Abolghasemi

Training neural network often uses a machine learning framework such as TensorFlow and Caffe2. These frameworks employ a dataflow model where the NN training is modeled as a directed graph composed of a set of nodes. Operations in neural…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-20 Jiawen Liu , Dong Li , Gokcen Kestor , Jeffrey Vetter

While Large Language Models (LLMs) have substantially improved the functional correctness of code translation, the critical dimension of \textit{execution efficiency} remains overlooked. We present \textbf{\textsc{trace}}, the first…

Software Engineering · Computer Science 2026-04-15 Zhihao Gong , Zeyu Sun , Dong Huang , Qingyuan Liang , Jie M. Zhang , Dan Hao

While Large Language Models (LLMs) have substantially improved the functional correctness of code translation, the critical dimension of \textit{execution efficiency} remains overlooked. We present \textbf{\textsc{trace}}, the first…

Software Engineering · Computer Science 2026-03-20 Zhihao Gong , Zeyu Sun , Dong Huang , Qingyuan Liang , Jie M. Zhang , Dan Hao

Value flow analysis that tracks the flow of values via data dependence is a widely used technique for detecting a broad spectrum of software bugs. However, the scalability issue often deteriorates when high precision (i.e.,…

Software Engineering · Computer Science 2025-02-13 Yongchao Wang , Yuandao Cai , Charles Zhang

Large Language Models (LLMs) have demonstrated significant capability in code generation, but their potential in code efficiency optimization remains underexplored. Previous LLM-based code efficiency optimization approaches exclusively…

Software Engineering · Computer Science 2025-10-22 Xiaoxue Ren , Jun Wan , Yun Peng , Zhongxin Liu , Ming Liang , Dajun Chen , Wei Jiang , Yong Li

Human interaction experience plays a crucial role in the effectiveness of human-machine collaboration, especially as interactions in future systems progress towards tighter physical and functional integration. While automation design has…

Continuous practices are a staple of the modern software development workflow. Automation, in particular, is widely adopted due to its benefits related to quality and productivity. However, automation, similarly to all other aspects of the…

Software Engineering · Computer Science 2021-03-15 Omar Elazhary

Along with the wide-adoption of Serverless Computing, more and more applications are developed and deployed on cloud platforms. Major cloud providers present their serverless workflow services to orchestrate serverless functions, making it…

Software Engineering · Computer Science 2021-01-14 Jinfeng Wen , Yi Liu