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We provide enhanced security against insider attacks in services that manage extremely sensitive data. One example is a #MeToo use case where sexual harassment complaints are reported but only revealed when another complaint is filed…

Cryptography and Security · Computer Science 2018-08-09 Danny Harnik , Paula Ta-Shma , Eliad Tsfadia

The privacy vulnerabilities of the federated learning (FL) paradigm, primarily caused by gradient leakage, have prompted the development of various defensive measures. Nonetheless, these solutions have predominantly been crafted for and…

Cryptography and Security · Computer Science 2025-02-10 Abhinav Kumar , George Torres , Noah Guzinski , Gaurav Panwar , Reza Tourani , Satyajayant Misra , Marcin Spoczynski , Mona Vij , Nageen Himayat

Trusted Execution Environments (TEEs) have become a cornerstone of confidential computing, attracting significant attention from academia and industry. To support secure and scalable application deployment on confidential clouds, TEE…

Cryptography and Security · Computer Science 2026-04-21 Weijie Liu , Hongbo Chen , Shuo Huai , Zhen Xu , Wenhao Wang , XiaoFeng Wang , Danfeng Zhang , Zhi Li , Haixu Tang , Zheli Liu

The adversarial model presented by trusted execution environments (TEEs) has prompted researchers to investigate unusual attack vectors. One particularly powerful class of controlled-channel attacks abuses page-table modifications to…

Cryptography and Security · Computer Science 2020-06-29 Daniel Moghimi , Jo Van Bulck , Nadia Heninger , Frank Piessens , Berk Sunar

It has been a long standing problem to securely outsource computation tasks to an untrusted party with integrity and confidentiality guarantees. While fully homomorphic encryption (FHE) is a promising technique that allows computations…

Cryptography and Security · Computer Science 2019-05-21 Wenhao Wang , Yichen Jiang , Qintao Shen , Weihao Huang , Hao Chen , Shuang Wang , XiaoFeng Wang , Haixu Tang , Kai Chen , Kristin Lauter , Dongdai Lin

Security-critical tasks require proper isolation from untrusted software. Chip manufacturers design and include trusted execution environments (TEEs) in their processors to secure these tasks. The integrity and security of the software in…

Cryptography and Security · Computer Science 2017-07-19 Yue Chen , Yulong Zhang , Zhi Wang , Tao Wei

Isolation is a long-standing challenge of software security. Traditional privilege rings and virtual memory are more and more augmented with concepts such as capabilities, protection keys, and powerful enclaves. At the same time, we are…

Cryptography and Security · Computer Science 2021-05-10 Stefan Steinegger , David Schrammel , Samuel Weiser , Pascal Nasahl , Stefan Mangard

In cross-device private federated learning, differentially private follow-the-regularized-leader (DP-FTRL) has emerged as a promising privacy-preserving method. However, existing approaches assume a semi-honest server and have not addressed…

Machine Learning · Computer Science 2025-09-12 Shun Takagi , Satoshi Hasegawa

Control Flow Attestation (CFA) offers a means to detect control flow hijacking attacks on remote devices, enabling verification of their runtime trustworthiness. CFA generates a trace (CFLog) containing the destination of all branching…

Cryptography and Security · Computer Science 2024-10-01 Adam Caulfield , Antonio Joia Neto , Norrathep Rattanavipanon , Ivan De Oliveira Nunes

This study identifies and proposes techniques to alleviate two key bottlenecks to executing deep neural networks in trusted execution environments (TEEs): page thrashing during the execution of convolutional layers and the decryption of…

Cryptography and Security · Computer Science 2021-10-01 Jean-Baptiste Truong , William Gallagher , Tian Guo , Robert J. Walls

Certified robustness circumvents the fragility of defences against adversarial attacks, by endowing model predictions with guarantees of class invariance for attacks up to a calculated size. While there is value in these certifications, the…

Machine Learning · Computer Science 2023-09-21 Andrew C. Cullen , Paul Montague , Shijie Liu , Sarah M. Erfani , Benjamin I. P. Rubinstein

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

Federated learning has emerged as a popular paradigm for collaboratively training a model from data distributed among a set of clients. This learning setting presents, among others, two unique challenges: how to protect privacy of the…

Cryptography and Security · Computer Science 2021-05-07 Hanieh Hashemi , Yongqin Wang , Chuan Guo , Murali Annavaram

Remote mobile and embedded devices are used to deliver increasingly impactful services, such as medical rehabilitation and assistive technologies. Secure system logging is beneficial in these scenarios to aid audit and forensic…

Cryptography and Security · Computer Science 2017-12-20 Carlton Shepherd , Raja Naeem Akram , Konstantinos Markantonakis

We propose Remote Attestation with TOCTOU Avoidance (RATA): a provably secure approach to address the RA TOCTOU problem. With RATA, even malware that erases itself before execution of the next RA, can not hide its ephemeral presence. RATA…

Cryptography and Security · Computer Science 2021-04-19 Ivan De Oliveira Nunes , Sashidhar Jakkamsetti , Norrathep Rattanavipanon , Gene Tsudik

Personal cryptographic keys are the foundation of many secure services, but storing these keys securely is a challenge, especially if they are used from multiple devices. Storing keys in a centralized location, like an Internet-accessible…

Cryptography and Security · Computer Science 2018-10-04 Arseny Kurnikov , Andrew Paverd , Mohammad Mannan , N. Asokan

In recent years, there have emerged many new hardware mechanisms for improving the security of our computer systems. Hardware offers many advantages over pure software approaches: immutability of mechanisms to software attacks, better…

Cryptography and Security · Computer Science 2019-10-14 Lianying Zhao , He Shuang , Shengjie Xu , Wei Huang , Rongzhen Cui , Pushkar Bettadpur , David Lie

Computer systems often provide hardware support for isolation mechanisms like privilege levels, virtual memory, or enclaved execution. Over the past years, several successful software-based side-channel attacks have been developed that…

Cryptography and Security · Computer Science 2020-01-30 Matteo Busi , Job Noorman , Jo Van Bulck , Letterio Galletta , Pierpaolo Degano , Jan Tobias Mühlberg , Frank Piessens

Edge Computing emerges as a promising alternative of Cloud Computing, with scalable compute resources and services deployed in the path between IoT devices and Cloud. Since virtualization techniques can be applied on Edge compute nodes,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-13 Joanna Georgiou , Moysis Symeonides , George Pallis , Marios D. Dikaiakos

Academic integrity continues to face the persistent challenge of examination cheating. Traditional invigilation relies on human observation, which is inefficient, costly, and prone to errors at scale. Although some existing AI-powered…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Van-Truong Le , Le-Khanh Nguyen , Trong-Doanh Nguyen