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While NLP models significantly impact our lives, there are rising concerns about privacy invasion. Although federated learning enhances privacy, attackers may recover private training data by exploiting model parameters and gradients.…

Artificial Intelligence · Computer Science 2024-10-23 Mengjiao Zhang , Jia Xu

Most existing solutions for protecting VMs assume known attack patterns or signatures and focus on detecting malicious manipulations of system files and kernel level memory structures. In this research we develop a system called ferify,…

Cryptography and Security · Computer Science 2020-04-21 Alexis Peppas , Geoffrey G. Xie , Charles Prince

We present Virtual Secure Platform (VSP), the first comprehensive platform that implements a multi-opcode general-purpose sequential processor over Fully Homomorphic Encryption (FHE) for Secure Multi-Party Computation (SMPC). VSP protects…

Cryptography and Security · Computer Science 2020-10-20 Kotaro Matsuoka , Ryotaro Banno , Naoki Matsumoto , Takashi Sato , Song Bian

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…

Cryptography and Security · Computer Science 2025-06-19 Filip Rezabek , Jonathan Passerat-Palmbach , Moe Mahhouk , Frieder Erdmann , Andrew Miller

The deep learning revolution has been enabled in large part by GPUs, and more recently accelerators, which make it possible to carry out computationally demanding training and inference in acceptable times. As the size of machine learning…

Cryptography and Security · Computer Science 2022-03-31 Sankha Baran Dutta , Hoda Naghibijouybari , Arjun Gupta , Nael Abu-Ghazaleh , Andres Marquez , Kevin Barker

Memory safety is a cornerstone of secure and robust software systems, as it prevents a wide range of vulnerabilities and exploitation techniques. Among these, we focus on Return-Oriented Programming (ROP). ROP works as such: the attacker…

Cryptography and Security · Computer Science 2023-11-03 Federico Cassano , Charles Bershatsky , Jacob Ginesin , Sasha Bashenko

Confidential Virtual Machines (CVMs) are increasingly adopted to protect sensitive workloads from privileged adversaries such as the hypervisor. While they provide strong isolation guarantees, existing CVM architectures lack first-class…

Cryptography and Security · Computer Science 2026-05-07 Sina Abdollahi , Amir Al Sadi , David Kotz , Marios Kogias , Hamed Haddadi

The security of FPGAs is a crucial topic, as any vulnerability within the hardware can have severe consequences, if they are used in a secure design. Since FPGA designs are encoded in a bitstream, securing the bitstream is of the utmost…

Cryptography and Security · Computer Science 2021-05-31 Maik Ender , Amir Moradi , Christof Paar

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 the unauthorized…

Cryptography and Security · Computer Science 2020-01-08 Takahiro Maekawa , Ayana Kawamura , Takayuki Nakachi , Hitoshi Kiya

Virtualization is widely adopted in cloud systems to manage resource sharing among users. A virtualized environment usually deploys a virtual switch within the host system to enable virtual machines to communicate with each other and with…

Cryptography and Security · Computer Science 2026-01-23 Daewoo Kim , Sihang Liu

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

Recent discovery of security attacks in advanced processors, known as Spectre and Meltdown, has resulted in high public alertness about security of hardware. The root cause of these attacks is information leakage across "covert channels"…

Cryptography and Security · Computer Science 2018-12-13 Mohammad Rahmani Fadiheh , Dominik Stoffel , Clark Barrett , Subhasish Mitra , Wolfgang Kunz

Modern x86 processors have many prefetch instructions that can be used by programmers to boost performance. However, these instructions may also cause security problems. In particular, we found that on Intel processors, there are two…

Cryptography and Security · Computer Science 2022-08-18 Yanan Guo , Andrew Zigerelli , Youtao Zhang , Jun Yang

Performance-enhancing mechanisms such as branch prediction, out-of-order execution, and return stack buffer (RSB) have been widely employed in today's modern processing units. Although successful in increasing the CPU performance,…

Cryptography and Security · Computer Science 2023-02-21 Farhad Taheri , Siavash Bayat-Sarmadi , Alireza Sadeghpour , Seyed Parsa Tayefeh Morsal

Intel Software Guard Extensions (SGX) provides a trusted execution environment (TEE) to run code and operate sensitive data. SGX provides runtime hardware protection where both code and data are protected even if other code components are…

Cryptography and Security · Computer Science 2020-06-25 Alexander Nilsson , Pegah Nikbakht Bideh , Joakim Brorsson

A promising approach for designing critical embedded systems is based on virtualization technologies and multi-core platforms. These enable the deployment of both real-time and general-purpose systems with different criticalities in a…

Software Engineering · Computer Science 2019-09-23 Luigi De Simone , Giovanni Mazzeo

The proliferation of ubiquitous computing requires energy-efficient as well as secure operation of modern processors. Side channel attacks are becoming a critical threat to security and privacy of devices embedded in modern computing…

Cryptography and Security · Computer Science 2019-07-11 Nikhil Chawla , Arvind Singh , Monodeep Kar , Saibal Mukhopadhyay

Apart from the actual CPU, modern server motherboards contain other auxiliary components, for example voltage regulators for power management. Those are connected to the CPU and the separate Baseboard Management Controller (BMC) via the…

Cryptography and Security · Computer Science 2023-01-16 Zitai Chen , David Oswald

In modern computing environments, hardware resources are commonly shared, and parallel computation is widely used. Parallel tasks can cause privacy and security problems if proper isolation is not enforced. Intel proposed SGX to create a…

Cryptography and Security · Computer Science 2017-08-22 Ahmad Moghimi , Gorka Irazoqui , Thomas Eisenbarth

Fault attacks enable adversaries to manipulate the control-flow of security-critical applications. By inducing targeted faults into the CPU, the software's call graph can be escaped and the control-flow can be redirected to arbitrary…

Cryptography and Security · Computer Science 2023-03-27 Pascal Nasahl , Salmin Sultana , Hans Liljestrand , Karanvir Grewal , Michael LeMay , David M. Durham , David Schrammel , Stefan Mangard
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