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City-scale traffic volume prediction plays a pivotal role in intelligent transportation systems, yet remains a challenge due to the inherent incompleteness and bias in observational data. Although deep learning-based methods have shown…

Machine Learning · Computer Science 2025-06-04 Shiyu Shen , Bin Pan , Guirong Xue

Sophisticated evasion tactics in malicious Android applications, combined with their intricate behavioral semantics, enable attackers to conceal malicious logic within legitimate functions, underscoring the critical need for robust and…

Software Engineering · Computer Science 2025-09-12 Guangyu Zhang , Xixuan Wang , Shiyu Sun , Peiyan Xiao , Kun Sun , Yanhai Xiong

LLM serving systems typically treat user prompts as monolithic inputs, optimizing inference through decoding tricks or inter-query batching. However, many real-world prompts contain latent semantic parallelism--decomposable structures where…

Machine Learning · Computer Science 2025-10-22 Steven Kolawole , Keshav Santhanam , Virginia Smith , Pratiksha Thaker

A plethora of contact tracing apps have been developed and deployed in several countries around the world in the battle against Covid-19. However, people are rightfully concerned about the security and privacy risks of such applications. To…

Cryptography and Security · Computer Science 2022-06-28 Pietro Tedeschi , Spiridon Bakiras , Roberto Di Pietro

Evolving graphs in the real world are large-scale and constantly changing, as hundreds of thousands of updates may come every second. Monotonic algorithms such as Reachability and Shortest Path are widely used in real-time analytics to gain…

Databases · Computer Science 2021-06-24 Guanyu Feng , Zixuan Ma , Daixuan Li , Shengqi Chen , Xiaowei Zhu , Wentao Han , Wenguang Chen

Many proximity-based tracing (PCT) protocols have been proposed and deployed to combat the spreading of COVID-19. In this paper, we take a systematic approach to analyze PCT protocols. We identify a list of desired properties of a contact…

Computers and Society · Computer Science 2020-12-18 Fabrizio Cicala , Weicheng Wang , Tianhao Wang , Ninghui Li , Elisa Bertino , Faming Liang , Yang Yang

The proliferation of plug-in electric vehicles (PEVs) advocates a distributed paradigm for the coordination of PEV charging. Distinct from existing primal-dual decomposition or consensus methods, this paper proposes a cutting-plane based…

Systems and Control · Electrical Eng. & Systems 2020-05-27 Yunfan Zhang , Feng Liu , Zhaojian Wang , Jianhui Wang , Yifan Su , Yue Chen , Cheng Wang , Qiuwei Wu

Data exchange through mobile devices is rapidly increasing due to the high information demands of today's applications. The need for monitoring the exchanged traffic becomes important in order to control and optimize the device and network…

Networking and Internet Architecture · Computer Science 2024-06-27 Kyriazis Kokkinos , Ioannis Polymenidis , Ilias Siniosoglou , Athanasios Liatifis , Panagiotis Sarigiannidis

High availability is no longer just a business continuity concern. Users are increasingly dependant on devices that consume and produce data in ever increasing volumes. A popular solution is to have a central repository which each device…

Cryptography and Security · Computer Science 2015-06-05 Mark Scanlon , Jason Farina , M-Tahar Kechadi

In this paper, we present the design and implementation of a Systematic Inter-Component Communication Analysis Technology (SIAT) consisting of two key modules: \emph{Monitor} and \emph{Analyzer}. As an extension to the Android operating…

Cryptography and Security · Computer Science 2020-06-24 Yupeng Hu , Zhe Jin , Wenjia Li , Yang Xiang , Jiliang Zhang

Ubiquitous mobile devices are generating vast amounts of location-based service data that reveal how individuals navigate and utilize urban spaces in detail. In this study, we utilize these extensive, unlabeled sequences of user…

Machine Learning · Computer Science 2024-06-06 Xinhua Wu , Haoyu He , Yanchao Wang , Qi Wang

Mobility and network traffic have been traditionally studied separately. Their interaction is vital for generations of future mobile services and effective caching, but has not been studied in depth with real-world big data. In this paper,…

Networking and Internet Architecture · Computer Science 2018-11-07 Babak Alipour , Mimonah Al Qathrady , Ahmed Helmy

Modern mobile systems use a single input-to-display path to serve all applications. In meeting the visual goals of all applications, the path has a latency inadequate for many important interactions. To accommodate the different latency…

Operating Systems · Computer Science 2016-08-22 Min Hong Yun , Songtao He , Lin Zhong

With the shift to working remotely after the COVID-19 pandemic, the use of Virtual Private Networks (VPNs) around the world has nearly doubled. Therefore, measuring the traffic and security aspects of the VPN ecosystem is more important now…

Networking and Internet Architecture · Computer Science 2023-02-14 Aniss Maghsoudlou , Lukas Vermeulen , Ingmar Poese , Oliver Gasser

Stricter data protection regulations and the poor application of privacy protection techniques have resulted in a requirement for data-driven companies to adopt new methods of analysing sensitive user data. The RAPPOR (Randomized…

Cryptography and Security · Computer Science 2019-07-25 Peter Aaby , Juanjo Mata De Acuna , Richard Macfarlane , William J Buchanan

Many current traffic monitoring systems employ deep packet inspection (DPI) in order to analyze network traffic. These systems include intrusion detection systems, software for network traffic accounting, traffic classification, or systems…

Networking and Internet Architecture · Computer Science 2016-04-11 Lothar Braun , Cornelius Diekmann , Nils Kammenhuber , Georg Carle

Collection of user's location and trajectory information that contains rich personal privacy in mobile social networks has become easier for attackers. Network traffic control is an important network system which can solve some security and…

Cryptography and Security · Computer Science 2018-04-09 Qilong Han , Qianqian Chen , Kejia Zhang , Xiaojiang Du , Nadra Guizani

Spatial-temporal prediction is a critical problem for intelligent transportation, which is helpful for tasks such as traffic control and accident prevention. Previous studies rely on large-scale traffic data collected from sensors. However,…

Machine Learning · Computer Science 2021-08-24 Chung-Yi Lin , Hung-Ting Su , Shen-Lung Tung , Winston H. Hsu

Throughout the course of the COVID-19 pandemic, several countries have developed and released contact tracing and exposure notification smartphone applications (apps) to help slow the spread of the disease. To support such apps, Apple and…

Traffic classification, a technique for assigning network flows to predefined categories, has been widely deployed in enterprise and carrier networks. With the massive adoption of mobile devices, encryption is increasingly used in mobile…

Networking and Internet Architecture · Computer Science 2025-09-03 Kun Qiu , Ying Wang , Baoqian Li , Wenjun Zhu