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High performance, reliability and safety are crucial properties of any Software-Defined-Networking (SDN) system. Although the use of Deep Reinforcement Learning (DRL) algorithms has been widely studied to improve performance, their…

Networking and Internet Architecture · Computer Science 2024-10-23 Lam Dinh , Pham Tran Anh Quang , Jérémie Leguay

User-generated data is crucial to predictive modeling in many applications. With a web/mobile/wearable interface, a data owner can continuously record data generated by distributed users and build various predictive models from the data to…

Cryptography and Security · Computer Science 2019-05-02 Sagar Sharma , Keke Chen

With the rapid increase in software exploits, the last few decades have seen several hardware-level features to enhance security (e.g., Intel MPX, ARM TrustZone, Intel SGX, Intel CET). Due to security, performance and/or usability issues…

Cryptography and Security · Computer Science 2020-09-15 Matthew Cole , Aravind Prakash

Existing tools to detect side-channel attacks on Intel SGX are grounded on the observation that attacks affect the performance of the victim application. As such, all detection tools monitor the potential victim and raise an alarm if the…

Cryptography and Security · Computer Science 2022-07-01 Jianyu Jiang , Claudio Soriente , Ghassan Karame

We present the SecureCloud EU Horizon 2020 project, whose goal is to enable new big data applications that use sensitive data in the cloud without compromising data security and privacy. For this, SecureCloud designs and develops a layered…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-07 Florian Kelbert , Franz Gregor , Rafael Pires , Stefan Köpsell , Marcelo Pasin , Aurélien Havet , Valerio Schiavoni , Pascal Felber , Christof Fetzer , Peter Pietzuch

By regularly querying Web search engines, users (unconsciously) disclose large amounts of their personal data as part of their search queries, among which some might reveal sensitive information (e.g. health issues, sexual, political or…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-30 Rafael Pires , David Goltzsche , Sonia Ben Mokhtar , Sara Bouchenak , Antoine Boutet , Pascal Felber , Rüdiger Kapitza , Marcelo Pasin , Valerio Schiavoni

Multi-tenant computing platforms are typically comprised of several software and hardware components including platform firmware, host operating system kernel, virtualization monitor, and the actual tenant payloads that run on them…

Cryptography and Security · Computer Science 2023-04-14 Ravi Sahita , Atish Patra , Vedvyas Shanbhogue , Samuel Ortiz , Andrew Bresticker , Dylan Reid , Atul Khare , Rajnesh Kanwal

We present S3ML, a secure serving system for machine learning inference in this paper. S3ML runs machine learning models in Intel SGX enclaves to protect users' privacy. S3ML designs a secure key management service to construct flexible…

Machine Learning · Computer Science 2020-10-14 Junming Ma , Chaofan Yu , Aihui Zhou , Bingzhe Wu , Xibin Wu , Xingyu Chen , Xiangqun Chen , Lei Wang , Donggang Cao

The COVID-19 pandemic has prompted technological measures to control the spread of the disease. Private contact tracing (PCT) is one of the promising techniques for the purpose. However, the recently proposed Bluetooth-based PCT has several…

Cryptography and Security · Computer Science 2020-11-05 Fumiyuki Kato , Yang Cao , Masatoshi Yoshikawa

Intel Software Guard Extensions (SGX) enables user-level code to create private memory regions called enclaves, whose code and data are protected by the CPU from software and hardware attacks outside the enclaves. Recent work introduces…

Operating Systems · Computer Science 2020-01-22 Youren Shen , Hongliang Tian , Yu Chen , Kang Chen , Runji Wang , Yi Xu , Yubin Xia

This paper proposes a blockchain-based Federated Learning (FL) framework with Intel Software Guard Extension (SGX)-based Trusted Execution Environment (TEE) to securely aggregate local models in Industrial Internet-of-Things (IIoTs). In FL,…

Cryptography and Security · Computer Science 2023-04-26 Aditya Pribadi Kalapaaking , Ibrahim Khalil , Mohammad Saidur Rahman , Mohammed Atiquzzaman , Xun Yi , Mahathir Almashor

Advances in software virtualization and network processing lead to increasing network softwarization. Software network elements running on commodity platforms replace or complement hardware components in cloud and mobile network…

Networking and Internet Architecture · Computer Science 2018-09-17 Nicolae Paladi , Linus Karlsson , Khalid Elbashir

Exceptions are a commodity hardware functionality which is central to multi-tasking OSes as well as event-driven user applications. Normally, the OS assists the user application by lifting the semantics of exceptions received from hardware…

Cryptography and Security · Computer Science 2021-10-14 Jinhua Cui , Jason Zhijingcheng Yu , Shweta Shinde , Prateek Saxena , Zhiping Cai

Differential privacy offers a formal privacy guarantee for individuals, but many deployments of differentially private systems require a trusted third party (the data curator). We propose DuetSGX, a system that uses secure hardware (Intel's…

Cryptography and Security · Computer Science 2020-10-22 Phillip Nguyen , Alex Silence , David Darais , Joseph P. Near

The growth of wireless devices affects the availability of limited frequencies or spectrum bands as it has been known that spectrum bands are a natural resource that cannot be added. Meanwhile, the licensed frequencies are idle most of the…

Networking and Internet Architecture · Computer Science 2019-03-01 Kurniawan D. Irianto , Demetres D. Kouvatsos

Cybersecurity information sharing (CIS) is envisioned to protect organizations more effectively from advanced cyber attacks. However, a completely automated CIS platform is not widely adopted. The major challenges are: (1) the absence of a…

This paper presents C8s, a confidential computing architecture for Kubernetes that provides cryptographically rooted confidentiality, integrity, and verifiability guarantees for Kubernetes clusters from infrastructure operators. These…

Cryptography and Security · Computer Science 2026-05-01 Amean Asad , Patrick McClurg , João Andrade

With the proliferation of Trusted Execution Environments (TEEs) such as Intel SGX, a number of cloud providers will soon introduce TEE capabilities within their offering (e.g., Microsoft Azure). Although the integration of SGX within the…

Cryptography and Security · Computer Science 2018-09-14 Claudio Soriente , Ghassan Karame , Wenting Li , Sergey Fedorov

Protected-module architectures (PMAs) have been proposed to provide strong isolation guarantees, even on top of a compromised system. Unfortunately, Intel SGX -- the only publicly available high-end PMA -- has been shown to only provide…

Cryptography and Security · Computer Science 2017-12-25 Raoul Strackx , Frank Piessens

Intel SGX enables memory isolation and static integrity verification of code and data stored in user-space memory regions called enclaves. SGX effectively shields the execution of enclaves from the underlying untrusted OS. Attackers cannot…

Cryptography and Security · Computer Science 2022-06-16 Flavio Toffalini , Mathias Payer , Jianying Zhou , Lorenzo Cavallaro