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Secure Multiparty Computation (MPC) can improve the security and privacy of data owners while allowing analysts to perform high quality analytics. Secure aggregation is a secure distributed mechanism to support federated deep learning…

Cryptography and Security · Computer Science 2022-05-04 Timothy Stevens , Joseph Near , Christian Skalka

We propose HERMES, a scalable, secure, and privacy-enhancing system for users to share and access vehicles. HERMES securely outsources operations of vehicle access token generation to a set of untrusted servers. It builds on an earlier…

Cryptography and Security · Computer Science 2021-03-22 Iraklis Symeonidis , Dragos Rotaru , Mustafa A. Mustafa , Bart Mennink , Bart Preneel , Panos Papadimitratos

As LLMs continue to increase in parameter size, the computational resources required to run them are available to fewer parties. Therefore, third-party inference services -- where LLMs are hosted by third parties with significant…

Machine Learning · Computer Science 2025-07-08 Rahul Thomas , Louai Zahran , Erica Choi , Akilesh Potti , Micah Goldblum , Arka Pal

While regulators advocate for higher cloud transparency, many Cloud Service Providers (CSPs) often do not provide detailed information regarding their security implementations in their Service Level Agreements (SLAs). In practice, CSPs are…

Cryptography and Security · Computer Science 2018-04-13 Ahmed Taha , Spyros Boukoros , Jesus Luna , Stefan Katzenbeisser , Neeraj Suri

As an emerging technique for confidential computing, trusted execution environment (TEE) receives a lot of attention. To better develop, deploy, and run secure applications on a TEE platform such as Intel's SGX, both academic and industrial…

Cryptography and Security · Computer Science 2021-09-07 Weijie Liu , Hongbo Chen , XiaoFeng Wang , Zhi Li , Danfeng Zhang , Wenhao Wang , Haixu Tang

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

A popular run-time attack technique is to compromise the control-flow integrity of a program by modifying function return addresses on the stack. So far, shadow stacks have proven to be essential for comprehensively preventing return…

Cryptography and Security · Computer Science 2020-10-16 Hans Liljestrand , Thomas Nyman , Lachlan J. Gunn , Jan-Erik Ekberg , N. Asokan

Hardware-based Trusted Execution Environments (TEEs) are becoming increasingly prevalent in cloud computing, forming the basis for confidential computing. However, the security goals of TEEs sometimes conflict with existing cloud…

Cryptography and Security · Computer Science 2022-06-01 Yoshimichi Nakatsuka , Ercan Ozturk , Alex Shamis , Andrew Paverd , Peter Pietzuch

Gradient inversion attacks pose significant privacy threats to distributed training frameworks such as federated learning, enabling malicious parties to reconstruct sensitive local training data from gradient communications between clients…

Cryptography and Security · Computer Science 2025-08-07 Jiajun Gu , Yuhang Yao , Shuaiqi Wang , Carlee Joe-Wong

Secret keys can be extracted from the power consumption or electromagnetic emanations of unprotected devices. Traditional counter-measures have limited scope of protection, and impose several restrictions on how sensitive data must be…

Cryptography and Security · Computer Science 2022-10-04 Kleber Stangherlin , Manoj Sachdev

A privacy-preserving Support Vector Machine (SVM) computing scheme is proposed in this paper. Cloud computing has been spreading in many fields. However, the cloud computing has some serious issues for end users, such as unauthorized use…

Cryptography and Security · Computer Science 2018-09-20 Takahiro Maekawa , Takayuki Nakachi , Sayaka Shiota , Hitoshi Kiya

Cryptographic algorithm implementations are vulnerable to Cold Boot attacks, which consist in exploiting the persistence of RAM cells across reboots or power down cycles to read the memory contents and recover precious sensitive data. The…

Cryptography and Security · Computer Science 2020-04-21 Pierpaolo Santucci , Emiliano Ingrassia , Giulio Picierro , Marco Cesati

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

One of the biggest concerns in IoT is privacy and security. Encryption and authentication need big power budgets, which battery-operated IoT end-nodes do not have. Hardware accelerators designed for specific cryptographic operations provide…

Hardware Architecture · Computer Science 2020-10-01 Ömer Faruk Irmak , Arda Yurdakul

Entropy--a measure of randomness--is compulsory for the generation of secure cryptographic keys; however, Internet of Things (IoT) devices that are small or constrained often struggle to collect suf ficient entropy. In this article, we…

Cryptography and Security · Computer Science 2026-03-17 Arttu Paju , Juha Nurmi , Alejandro Cabrera Aldaya , Nicola Tuveri , Juha Savimäki , Marko Kivikangas , Brian McGillion

Designing secure architectures for system-on-chip (SoC) platforms is a highly intricate and time-intensive task, often requiring months of development and meticulous verification. Even minor architectural oversights can lead to critical…

Hardware Architecture · Computer Science 2025-07-16 Kshitij Raj , Atri Chatterjee , Patanjali SLPSK , Swarup Bhunia , Sandip Ray

Ensuring the confidentiality and privacy of sensitive information in cloud computing and outsourced databases is crucial. Homomorphic encryption (HE) offers a solution by enabling computations on encrypted data without decryption, allowing…

Cryptography and Security · Computer Science 2023-06-27 Dongfang Zhao

Recent technological advancements have enabled proliferated use of small embedded and IoT devices for collecting, processing, and transferring the security-critical information and user data. This exponential use has acted as a catalyst in…

Cryptography and Security · Computer Science 2021-01-18 Avani Dave , Nilanjan Banerjee , Chintan Patel

The deployment of large-scale distributed systems, e.g., publish-subscribe platforms, that operate over sensitive data using the infrastructure of public cloud providers, is nowadays heavily hindered by the surging lack of trust toward the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-27 Christian Göttel , Rafael Pires , Isabelly Rocha , Sébastien Vaucher , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

Intel has introduced a trusted computing technology, Intel Software Guard Extension (SGX), which provides an isolated and secure execution environment called enclave for a user program without trusting any privilege software (e.g., an…

Cryptography and Security · Computer Science 2018-11-14 Jinwen Wang , Yueqiang Cheng , Qi Li , Yong Jiang