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Meltdown and Spectre exploit microarchitectural changes the CPU makes during transient out-of-order execution. Using side-channel techniques, these attacks enable leaking arbitrary data from memory. As state-of-the-art software mitigations…

Cryptography and Security · Computer Science 2021-03-08 Michael Schwarz , Claudio Canella , Lukas Giner , Daniel Gruss

Protecting data in the cloud continues to gain in importance, with encryption being used to achieve the desired data protection. While there is desire to use encryption, various cloud components do not want to deal with key management,…

Cryptography and Security · Computer Science 2017-12-22 Somnath Chakrabarti , Brandon Baker , Mona Vij

This paper presents PUBSUB-SGX, a content-based publish-subscribe system that exploits trusted execution environments (TEEs), such as Intel SGX, to guarantee confidentiality and integrity of data as well as anonymity and privacy of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-27 Sergei Arnautov , Andrey Brito , Pascal Felber , Christof Fetzer , Franz Gregor , Robert Krahn , Wojciech Ozga , André Martin , Valerio Schiavoni , Fábio Silva , Marcus Tenorio , Nikolaus Thümmel

New speculation-based attacks that affect large numbers of modern systems are disclosed regularly. Currently, CPU vendors regularly fall back to heavy-handed mitigations like using barriers or enforcing strict programming guidelines…

Cryptography and Security · Computer Science 2023-06-21 Ali Hajiabadi , Archit Agarwal , Andreas Diavastos , Trevor E. Carlson

In-storage computing with modern solid-state drives (SSDs) enables developers to offload programs from the host to the SSD. It has been proven to be an effective approach to alleviating the I/O bottleneck. To facilitate in-storage…

Cryptography and Security · Computer Science 2022-05-16 Yuqi Xue , Luyi Kang , Weiwei Jia , Xiaohao Wang , Jongryool Kim , Changhwan Youn , Myeong Joon Kang , Hyung Jin Lim , Bruce Jacob , Jian Huang

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

Recent Microsoft security bulletins show that kernel vulnerabilities are becoming more and more important security threats. Despite the pretty extensive security mitigations many of the kernel vulnerabilities are still exploitable.…

Cryptography and Security · Computer Science 2011-05-11 Piotr Bania

Hybrid Solid-State Drives (SSDs), which integrate several types of flash cells (e.g., single-level cell (SLC) and multiple-level cell (MLC)) in a single drive and enable them to convert between each other, are designed to deliver both high…

Hardware Architecture · Computer Science 2025-03-18 Qian Wei , Yi Li , Zehao Chen , Zhaoyan Shen , Dongxiao Yu , Bingzhe Li

Current trends in technology, such as cloud computing, allow outsourcing the storage, backup, and archiving of data. This provides efficiency and flexibility, but also poses new risks for data security. It in particular became crucial to…

Cryptography and Security · Computer Science 2017-08-08 Christian Weinert , Denise Demirel , Martín Vigil , Matthias Geihs , Johannes Buchmann

Modern processors can offer hardware primitives that allow a process to run in isolation. These primitives implement a trusted execution environment (TEE) in which a program can run such that the integrity and confidentiality of its…

Cryptography and Security · Computer Science 2021-05-14 Pedro Antonino , Wojciech Aleksander Wołoszyn , A. W. Roscoe

Support Vector Machines (SVMs) are among the most popular classification techniques adopted in security applications like malware detection, intrusion detection, and spam filtering. However, if SVMs are to be incorporated in real-world…

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

This paper presents a holistic approach to gradient leakage resilient distributed Stochastic Gradient Descent (SGD). First, we analyze two types of strategies for privacy-enhanced federated learning: (i) gradient pruning with random…

Machine Learning · Computer Science 2023-05-12 Wenqi Wei , Ling Liu , Jingya Zhou , Ka-Ho Chow , Yanzhao Wu

Modern processors have suffered a deluge of threats exploiting branch instruction collisions inside the branch prediction unit (BPU), from eavesdropping on secret-related branch operations to triggering malicious speculative executions.…

Cryptography and Security · Computer Science 2022-04-22 Tao Zhang , Timothy Lesch , Kenneth Koltermann , Dmitry Evtyushkin

The logic of many protocols relies on time measurements. However, in Trusted Execution Environments (TEEs) like Intel SGX, the time source is outside the Trusted Computing Base: a malicious system hosting the TEE can manipulate that TEE's…

Cryptography and Security · Computer Science 2025-07-29 Matthieu Bettinger , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

Intel SGX has been a popular trusted execution environment (TEE) for protecting the integrity and confidentiality of applications running on untrusted platforms such as cloud. However, the access patterns of SGX-based programs can still be…

Cryptography and Security · Computer Science 2020-09-09 A K M Mubashwir Alam , Sagar Sharma , Keke Chen

NAND flash memory is ubiquitous in everyday life today because its capacity has continuously increased and cost has continuously decreased over decades. This positive growth is a result of two key trends: (1) effective process technology…

Hardware Architecture · Computer Science 2017-09-25 Yu Cai , Saugata Ghose , Erich F. Haratsch , Yixin Luo , Onur Mutlu

The ever-increasing computational demands and deployment costs of large language models (LLMs) have spurred numerous compressing methods. Compared to quantization and unstructured pruning, SVD compression offers superior hardware…

Machine Learning · Computer Science 2025-06-26 Xuan Ding , Rui Sun , Yunjian Zhang , Xiu Yan , Yueqi Zhou , Kaihao Huang , Suzhong Fu , Chuanlong Xie , Yao Zhu

The Windows Vista operating system implements an interesting model of multi-level integrity. We observe that in this model, trusted code can be blamed for any information-flow attack; thus, it is possible to eliminate such attacks by static…

Cryptography and Security · Computer Science 2008-12-18 Avik Chaudhuri , Prasad Naldurg , Sriram Rajamani

The second version of Intel Software Guard Extensions (Intel SGX), or SGX2, adds dynamic management of enclave memory and threads. The first version required the address space and thread counts to be fixed before execution. The Enclave…