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We are in the dawn of deep learning explosion for smartphones. To bridge the gap between research and practice, we present the first empirical study on 16,500 the most popular Android apps, demystifying how smartphone apps exploit deep…

机器学习 · 计算机科学 2021-01-14 Mengwei Xu , Jiawei Liu , Yuanqiang Liu , Felix Xiaozhu Lin , Yunxin Liu , Xuanzhe Liu

Confidential Virtual Machines (CVMs) provide isolation guarantees for data in use, but their threat model does not include physical level protection and side-channel attacks. Therefore, current deployments rely on trusted cloud providers to…

密码学与安全 · 计算机科学 2025-06-19 Filip Rezabek , Jonathan Passerat-Palmbach , Moe Mahhouk , Frieder Erdmann , Andrew Miller

Deep learning has shown its power in many applications, including object detection in images, natural-language understanding, and speech recognition. To make it more accessible to end users, many deep learning models are now embedded in…

机器学习 · 计算机科学 2021-02-05 Yujin Huang , Han Hu , Chunyang Chen

In recent years, the widespread informatization and rapid data explosion have increased the demand for high-performance heterogeneous systems that integrate multiple computing cores such as CPUs, Graphics Processing Units (GPUs),…

密码学与安全 · 计算机科学 2026-01-27 Qifan Wang , David Oswald

The widespread use of smartphones and tablets has made society heavily reliant on mobile applications (apps) for accessing various resources and services. These apps often handle sensitive personal, financial, and health data, making app…

密码学与安全 · 计算机科学 2024-09-17 Timothy Huo , Ana Catarina Araújo , Jake Imanaka , Anthony Peruma , Rick Kazman

To ensure secure and trustworthy execution of applications, vendors frequently embed trusted execution environments into their systems. Here, applications are protected from adversaries, including a malicious operating system. TEEs are…

密码学与安全 · 计算机科学 2021-03-10 Pascal Nasahl , Robert Schilling , Mario Werner , Stefan Mangard

Android devices are equipped with many pre-installed applications which have the capability of tracking and monitoring users. Although applications coming pre-installed pose a great danger to user security and privacy, they have received…

密码学与安全 · 计算机科学 2023-01-31 Abdullah Ozbay , Kemal Bicakci

There are over 1.2 million applications on the Google Play store today with a large number of competing applications for any given use or function. This creates challenges for users in selecting the right application. Moreover, some of the…

网络与互联网体系结构 · 计算机科学 2015-04-28 Luigi Vigneri , Jaideep Chandrashekar , Ioannis Pefkianakis , Olivier Heen

Intense competition in the mobile apps market means it is important to maintain high levels of app reliability to avoid losing users. Yet despite its importance, app reliability is underexplored in the research literature. To address this…

The integration of AI techniques has become increasingly popular in software development, enhancing performance, usability, and the availability of intelligent features. With the rise of large language models (LLMs) and generative AI,…

软件工程 · 计算机科学 2025-02-25 Kimberly Hau , Safwat Hassan , Shurui Zhou

Energy efficiency is an important criterion to judge the quality of mobile apps, but one third of our randomly sampled apps suffer from energy issues that can quickly drain battery power. To understand these issues, we conducted an…

软件工程 · 计算机科学 2019-04-02 Xueliang Li , Yuming Yang , Yepang liu , John P. Gallagher , Kaishun Wu

Internet of Things (IoT) devices sit at the intersection of unwieldy software complexity and unprecedented attacker access. This unique position comes with a daunting security challenge: how can I protect both proprietary code and…

密码学与安全 · 计算机科学 2023-10-26 Prakhar Sah , Matthew Hicks

The transparency and privacy behavior of mobile browsers has remained widely unexplored by the research community. In fact, as opposed to regular Android apps, mobile browsers may present contradicting privacy behaviors. On the one end,…

密码学与安全 · 计算机科学 2022-12-08 Amogh Pradeep , Álvaro Feal , Julien Gamba , Ashwin Rao , Martina Lindorfer , Narseo Vallina-Rodriguez , David Choffnes

Attribute-Based Encryption (ABE) is a powerful cryptographic tool that allows fine-grained access control over data. Due to its features, ABE has been adopted in several applications, such as encrypted storage or access control systems.…

密码学与安全 · 计算机科学 2015-04-03 Moreno Ambrosin , Mauro Conti , Tooska Dargahi

A common security architecture is based on the protection of certain resources by permission checks (used e.g., in Android and Blackberry). It has some limitations, for instance, when applications are granted more permissions than they…

软件工程 · 计算机科学 2023-05-05 Alexandre Bartel , Jacques Klein , Martin Monperrus , Yves Le Traon

The packaging model of Android apps requires the entire code necessary for the execution of an app to be shipped into one single apk file. Thus, an analysis of Android apps often visits code which is not part of the functionality delivered…

软件工程 · 计算机科学 2015-11-23 Li Li , Tegawendé F. Bissyandé , Jacques Klein , Yves Le Traon

Decentralized smart contracts enable trustless collaboration but suffer from limited privacy and scalability, which hinders broader adoption. Trusted Execution Environment (TEE) based off-chain execution frameworks offer a promising…

密码学与安全 · 计算机科学 2025-11-07 Keyu Zhang , Andrew Martin

The security of Android has been recently challenged by the discovery of a number of vulnerabilities involving different layers of the Android stack. We argue that such vulnerabilities are largely related to the interplay among layers…

密码学与安全 · 计算机科学 2012-09-05 Alessandro Armando , Alessio Merlo , Luca Verderame

Currently, Application Programming Interfaces (APIs) are becoming increasingly popular to facilitate data transfer in a variety of mobile applications. These APIs often process sensitive user information through their endpoints, which are…

密码学与安全 · 计算机科学 2023-10-24 Nate Haris , Kendree Chen , Ann Song , Benjamin Pou

This paper presents a measurement study of information leakage and SSL vulnerabilities in popular Android apps. We perform static and dynamic analysis on 100 apps, downloaded at least 10M times, that request full network access. Our…

密码学与安全 · 计算机科学 2015-05-05 Lucky Onwuzurike , Emiliano De Cristofaro