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This paper presents the first industry-standard open-source machine learning (ML) benchmark to allow perfor mance and accuracy evaluation of mobile devices with different AI chips and software stacks. The benchmark draws from the expertise…

Large language models (LLMs) have demonstrated remarkable capability in function-level code generation tasks. Unlike isolated functions, real-world applications demand reasoning over the entire software system: developers must orchestrate…

Software Engineering · Computer Science 2025-10-10 Dezhi Ran , Yuan Cao , Mengzhou Wu , Simin Chen , Yuzhe Guo , Jun Ren , Zihe Song , Hao Yu , Jialei Wei , Linyi Li , Wei Yang , Baishakhi Ray , Tao Xie

LLM app stores are quickly emerging as platforms that gather a wide range of intelligent applications based on LLMs, giving users many choices for content creation, coding support, education, and more. However, the current methods for…

Software Engineering · Computer Science 2025-08-27 Yan Wang , Xinyi Hou , Yanjie Zhao , Weiguo Lin , Haoyu Wang , Junjun Si

We consider the problem of generating relevant execution traces to test rich interactive applications. Rich interactive applications, such as apps on mobile platforms, are complex stateful and often distributed systems where sufficiently…

Software Engineering · Computer Science 2017-08-30 Edmund S. L. Lam , Peilun Zhang , Bor-Yuh Evan Chang

With the rapid advancement of large language models (LLMs), intelligent conversational assistants have demonstrated remarkable capabilities across various domains. However, they still mainly rely on explicit textual input and do not know…

Human-Computer Interaction · Computer Science 2025-12-29 Ziyan Zhang , Nan Gao , Zhiqiang Nie , Shantanu Pal , Haining Zhang

Automated GUI testing is crucial for ensuring the quality and reliability of Android apps. However, the efficacy of existing UI testing techniques is often limited, especially in terms of coverage. Recent studies, including the…

Software Engineering · Computer Science 2026-01-30 Wei Minn , Biniam Fisseha Demissie , Yan Naing Tun , Jiakun Liu , Mariano Ceccato , Lwin Khin Shar , David Lo

Evaluation of language model outputs on structured writing tasks is typically conducted with a number of desirable criteria presented to human evaluators or large language models (LLMs). For instance, on a prompt like "Help me draft an…

Computation and Language · Computer Science 2025-08-19 Manya Wadhwa , Zayne Sprague , Chaitanya Malaviya , Philippe Laban , Junyi Jessy Li , Greg Durrett

The Implicit Association Test (IAT) is a common behavioral paradigm to assess implicit attitudes in various research contexts. In recent years, researchers have sought to collect IAT data remotely using online applications. Compared to…

Quantitative Methods · Quantitative Biology 2021-11-04 Yong Cui , Jason D. Robinson , Seokhun Kim , George Kypriotakis , Charles E. Green , Sanjay S. Shete , Paul M. Cinciripini

Large language models are redefining software engineering by implementing AI-powered techniques throughout the whole software development process, including requirement gathering, software architecture, code generation, testing, and…

Software Engineering · Computer Science 2024-06-11 Malik Abdul Sami , Muhammad Waseem , Zeeshan Rasheed , Mika Saari , Kari Systä , Pekka Abrahamsson

IoT platforms, particularly smart home platforms providing significant convenience to people's lives such as Apple HomeKit and Samsung SmartThings, allow users to create automation rules through trigger-action programming. However, some…

Cryptography and Security · Computer Science 2024-11-19 Ye Cheng , Minghui Xu , Yue Zhang , Kun Li , Ruoxi Wang , Lian Yang

The assurance of mobile app GUI has become increasingly important, as the GUI serves as the primary medium of interaction between users and apps. Although numerous automated GUI testing approaches have been developed with diverse…

Software Engineering · Computer Science 2026-05-05 Shengcheng Yu , Yuchen Ling , Chunrong Fang , Quan Zhou , Yi Zhao , Chunyang Chen , Shaomin Zhu , Zhenyu Chen

We present ConXsense, the first framework for context-aware access control on mobile devices based on context classification. Previous context-aware access control systems often require users to laboriously specify detailed policies or they…

Cryptography and Security · Computer Science 2014-06-06 Markus Miettinen , Stephan Heuser , Wiebke Kronz , Ahmad-Reza Sadeghi , N. Asokan

In recent years, research in software security has concentrated on identifying vulnerabilities in smart contracts to prevent significant losses of crypto assets on blockchains. Despite early successes in this area, detecting developers'…

Software Engineering · Computer Science 2025-03-18 Youwei Huang , Sen Fang , Jianwen Li , Jiachun Tao , Bin Hu , Tao Zhang

Mobile agents have made progress toward reliable smartphone automation, yet performance in complex applications remains limited by incomplete knowledge and weak generalization to unseen environments. We introduce a curiosity driven…

Artificial Intelligence · Computer Science 2026-01-28 Sijia Li , Xiaoyu Tan , Shahir Ali , Niels Schmidt , Gengchen Ma , Xihe Qiu

Mobile applications have become an essential part of our daily lives, making ensuring their quality an important activity. Graphical User Interface (GUI) testing is a quality assurance method that has frequently been used for mobile apps.…

Software Engineering · Computer Science 2025-09-11 Chenhui Cui , Tao Li , Junjie Wang , Chunyang Chen , Dave Towey , Rubing Huang

While GUI agents have shown strong performance under explicit and completion instructions, real-world deployment requires aligning with users' more complex implicit intents. In this work, we highlight Hierarchical Implicit Intent Alignment…

Artificial Intelligence · Computer Science 2026-05-14 Yibo Lyu , Gongwei Chen , Rui Shao , Weili Guan , Liqiang Nie

Verification-aware programming languages such as Dafny and F* provide means to formally specify and prove properties of a program. Although the problem of checking an implementation against a specification can be defined mechanically, there…

Programming Languages · Computer Science 2024-10-17 Shuvendu K. Lahiri

Since Android has become a popular software platform for mobile devices recently; they offer almost the same functionality as personal computers. Malwares have also become a big concern. As the number of new Android applications tends to be…

Cryptography and Security · Computer Science 2020-06-05 Muhammad Zuhair Qadir , Atif Nisar Jilani , Hassam Ullah Sheikh

This work introduces xOffense, an AI-driven, multi-agent penetration testing framework that shifts the process from labor-intensive, expert-driven manual efforts to fully automated, machine-executable workflows capable of scaling seamlessly…

Cryptography and Security · Computer Science 2026-04-28 Phung Duc Luong , Le Tran Gia Bao , Nguyen Vu Khai Tam , Dong Huu Nguyen Khoa , Nguyen Huu Quyen , Van-Hau Pham , Phan The Duy

Intent-based network (IBN) is a promising solution to automate network operation and management. IBN aims to offer human-tailored network interaction, allowing the network to communicate in a way that aligns with the network users'…

Networking and Internet Architecture · Computer Science 2026-04-06 Salwa Mostafa , Mohamed K. Abdel-Aziz , Mohammed S. Elbamby , Mehdi Bennis