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Due to its advantages over traditional data centers, there has been a rapid growth in the usage of cloud infrastructures. These include public clouds (e.g., Amazon EC2), or private clouds, such as clouds deployed using OpenStack. A common…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-12-01 Akshay MS , Suhas Mohan , Vincent Kuri , Dinkar Sitaram , H. L. Phalachandra

The increasing complexity of deep neural networks (DNNs) has made it challenging to exploit existing large-scale data processing pipelines for handling massive data and parameters involved in DNN training. Distributed computing platforms…

Machine Learning · Computer Science 2016-10-04 Hanjoo Kim , Jaehong Park , Jaehee Jang , Sungroh Yoon

The growing complexity of Internet of Things (IoT) environments, particularly in cross-domain data sharing, presents significant security challenges. Existing data-sharing schemes often rely on computationally expensive cryptographic…

Cryptography and Security · Computer Science 2024-11-15 Kexian Liu , Jianfeng Guan , Xiaolong Hu , Jianli Liu , Hongke Zhang

Research on data confidentiality, integrity and availability is gaining momentum in the ICT community, due to the intrinsically insecure nature of the Internet. While many distributed systems and services are now based on secure…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-17 Antonio Magnani , Gabriele D'Angelo , Stefano Ferretti , Moreno Marzolla

Intel SGX provisions shielded executions for security-sensitive computation, but lacks support for trusted system services (TSS), such as clock, network and filesystem. This makes \textit{enclaves} vulnerable to Iago…

Cryptography and Security · Computer Science 2021-03-01 Hongliang Liang , Mingyu Li , Qiong Zhang , Yue Yu , Lin Jiang , Yixiu Chen

Hardware enclaves such as Intel SGX are a promising technology for improving the security of databases outsourced to the cloud. These enclaves provide an execution environment isolated from the hypervisor/OS, and encrypt data in RAM.…

Cryptography and Security · Computer Science 2019-09-20 Saba Eskandarian , Matei Zaharia

In recent IoT (Internet of Things) and Web 2.0 technologies, a critical problem arises with respect to storing and processing the large amount of collected data. In this paper we develop and evaluate distributed infrastructures for storing…

Databases · Computer Science 2014-04-04 S. Sioutas , E. Sakkopoulos , A. Panaretos , D. Tsoumakos , P. Gerolymatos , G. Tzimas , Y. Manolopoulos

Flexible resources in built environments are seen as a low-cost opportunity for delivering grid management services. Consequently, the centralised aggregator model, where the aggregator is used to bundle demand flexibility from flexible…

Cryptography and Security · Computer Science 2022-12-20 Samuel Karumba , Salil S. Kanhere , Raja Jurdak , Subbu Sethuvenkatraman

Cloud providers are extending support for trusted hardware primitives such as Intel SGX. Simultaneously, the field of deep learning is seeing enormous innovation as well as an increase in adoption. In this paper, we ask a timely question:…

Cryptography and Security · Computer Science 2019-09-06 Karan Grover , Shruti Tople , Shweta Shinde , Ranjita Bhagwan , Ramachandran Ramjee

Encrypting data before sending it to the cloud protects it against hackers and malicious insiders, but requires the cloud to compute on encrypted data. Trusted (hardware) modules, e.g., secure enclaves like Intel's SGX, can very efficiently…

Cryptography and Security · Computer Science 2017-10-03 Andreas Fischer , Benny Fuhry , Florian Kerschbaum , Eric Bodden

Chainspace is a decentralized infrastructure, known as a distributed ledger, that supports user defined smart contracts and executes user-supplied transactions on their objects. The correct execution of smart contract transactions is…

Cryptography and Security · Computer Science 2017-08-15 Mustafa Al-Bassam , Alberto Sonnino , Shehar Bano , Dave Hrycyszyn , George Danezis

In the context of modern software engineering, there is a trend towards Cloud-native software development involving international teams with members from all over the world. Cloud-based version management services like GitHub are commonly…

Cryptography and Security · Computer Science 2024-07-15 Tobias J. Bauer , Andreas Aßmuth

We present a practical framework to deploy privacy-preserving machine learning (PPML) applications in untrusted clouds based on a trusted execution environment (TEE). Specifically, we shield unmodified PyTorch ML applications by running…

Cryptography and Security · Computer Science 2020-09-10 Dayeol Lee , Dmitrii Kuvaiskii , Anjo Vahldiek-Oberwagner , Mona Vij

We propose and implement a protocol for a scalable, cost-effective, information-theoretically secure key distribution and management system. The system, called Distributed Symmetric Key Establishment (DSKE), relies on pre-shared random…

Quantum Physics · Physics 2024-07-31 Hoi-Kwong Lo , Mattia Montagna , Manfred von Willich

There is increased interest in smart vehicles acting as both data consumers and producers in smart cities. Vehicles can use smart city data for decision-making, such as dynamic routing based on traffic conditions. Moreover, the multitude of…

Cryptography and Security · Computer Science 2018-07-06 Regio A. Michelin , Ali Dorri , Roben C. Lunardi , Marco Steger , Salil S. Kanhere , Raja Jurdak , Avelino F. Zorzo

Blockchain has emerged as a trusted and secure distributed ledger for transactions while also being decentralised, distributed and its legitimacy not guaranteed by a trusted authority. Since the appearance of Bitcoin, Blockchain has known…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-01 Ioana Stanescu , Lenuta Alboaie , Andrei Panu

This paper presents Droplet, a decentralized data access control service. Droplet enables data owners to securely and selectively share their encrypted data while guaranteeing data confidentiality in the presence of unauthorized parties and…

Cryptography and Security · Computer Science 2021-01-22 Hossein Shafagh , Lukas Burkhalter , Anwar Hithnawi , Sylvia Ratnasamy

Distributed data processing platforms (e.g., Hadoop, Spark, and Flink) are widely used to distribute the storage and processing of data among computing nodes of a cloud. The centralization of cloud resources has given birth to edge…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-07 Faheem Ullah , Imaduddin Mohammed , M. Ali Babar

The increasing adoption of Cloud-based data processing and storage poses a number of privacy issues. Users wish to preserve full control over their sensitive data and cannot accept it to be fully accessible to an external storage provider.…

Cryptography and Security · Computer Science 2015-03-30 Francesco Pagano

Blockchain (BC) and Software Defined Networking (SDN) are some of the most prominent emerging technologies in recent research. These technologies provide security, integrity, as well as confidentiality in their respective applications.…