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In this paper, we propose a new secure machine learning inference platform assisted by a small dedicated security processor, which will be easier to protect and deploy compared to today's TEEs integrated into high-performance processors.…

Cryptography and Security · Computer Science 2024-10-30 Pengzhi Huang , Thang Hoang , Yueying Li , Elaine Shi , G. Edward Suh

High-performance primitives for mathematical operations on sparse vectors must deal with the challenges of skewed degree distributions and limits on memory consumption that are typically not issues in dense operations. We demonstrate that a…

Machine Learning · Computer Science 2022-03-08 Corey J. Nolet , Divye Gala , Edward Raff , Joe Eaton , Brad Rees , John Zedlewski , Tim Oates

Automated cyber defense (ACD) seeks to protect computer networks with minimal or no human intervention, reacting to intrusions by taking corrective actions such as isolating hosts, resetting services, deploying decoys, or updating access…

Machine Learning · Computer Science 2026-01-12 Yu Li , Sizhe Tang , Rongqian Chen , Fei Xu Yu , Guangyu Jiang , Mahdi Imani , Nathaniel D. Bastian , Tian Lan

Cryptocurrency markets present formidable challenges for trading strategy optimization due to extreme volatility, non-stationary dynamics, and complex microstructure patterns that render conventional parameter optimization methods…

Artificial Intelligence · Computer Science 2025-10-10 Qiushi Tian , Churong Liang , Kairan Hong , Runnan Li

Algorithms that rely on a pseudorandom number generator often lose their performance guarantees when adversaries can predict the behavior of the generator. To protect non-cryptographic applications against such attacks, we propose 'strong'…

Cryptography and Security · Computer Science 2018-10-05 Jan Wassenberg , Robert Obryk , Jyrki Alakuijala , Emmanuel Mogenet

Quantum-mechanical devices have the potential to transform cryptography. Most research in this area has focused either on the information-theoretic advantages of quantum protocols or on the security of classical cryptographic schemes…

Massive multiple-input multiple-output (MIMO) promises improved spectral efficiency, coverage, and range, compared to conventional (small-scale) MIMO wireless systems. Unfortunately, these benefits come at the cost of significantly…

Information Theory · Computer Science 2016-11-17 Bei Yin , Michael Wu , Joseph R. Cavallaro , Christoph Studer

Cellular automata with memory (CAM) are widely used in fields such as image processing, pattern recognition, simulation, and cryptography. The invertibility of CAM is generally considered to be chaotic. Paper [Invertible behavior in…

Cellular Automata and Lattice Gases · Physics 2024-06-11 Chen Wang , Xiang Deng , Chao Wang

With the emergence of 5G low latency applications, such as haptics and V2X, low complexity and low latency security mechanisms are sought. Promising lightweight mechanisms include physical unclonable functions (PUF) and secret key…

Cryptography and Security · Computer Science 2020-03-27 Miroslav Mitev , Arsenia Chorti , Martin Reed , Leila Musavian

The recent surge in security concerns for IoT devices highlights the increasing threat of cryptographic vulnerabilities. These weaknesses can lead to unauthorized access, data breaches, and manipulation of device functions, compromising the…

Cryptography and Security · Computer Science 2026-05-06 Tahsin Ahmed , Arjita Saha , Arian Nuhan , Nafim Ahmed Bin Mohammad Noor , Md Faisal Ahmed , Muhammad Iqbal Hossain

We present new connections between quantum information and the field of classical cryptography. In particular, we provide examples where Simon's algorithm can be used to show insecurity of commonly used cryptographic symmetric-key…

Quantum Physics · Physics 2017-02-01 Thomas Santoli , Christian Schaffner

Number-conserving cellular automata are discrete dynamical systems that simulate interacting particles like e.g. grains of sand. In an earlier paper, I had already derived a uniform construction for all transition rules of one-dimensional…

Cellular Automata and Lattice Gases · Physics 2025-06-02 Markus Redeker

One of the most important and practical researches which has been considered by researchers is creating secure environments for information exchanges. Due to their structures, chaos systems are efficient tools in the are of data…

Cryptography and Security · Computer Science 2021-10-29 R. Parvaz , Y. Khedmati , Y. Behroo

Recently, the security of Internet of Things (IoT) has been an issue of great concern. Physical layer security methods can help IoT networks achieve information-theoretical secrecy. Nevertheless, utilizing physical security methods, such as…

Networking and Internet Architecture · Computer Science 2019-06-26 Ran Zi , Jia Liu , Liang Gu , Xiaohu Ge

The development of mobile communication technology, hardware, distributed computing, and artificial intelligence (AI) technology has promoted the application of edge computing in the field of heterogeneous Internet of Things (IoT). In order…

Networking and Internet Architecture · Computer Science 2019-01-09 Yixue Hao , Yiming Miao , Yuanwen Tian , Long Hu , M. Shamim Hossain , Ghulam Muhammad , Syed Umar Amin

The imminent realization of fault-tolerant quantum computing precipitates a systemic collapse of classical public-key infrastructure and necessitates an urgent transition to post-quantum cryptography. However, current standardization…

Cryptography and Security · Computer Science 2026-02-04 Xu Wang , Yiquan Wang , Tin-yeh Huang , Zhaorui Jiang , Kai Wei

This paper studies massive access in cell-free massive multi-input multi-output (MIMO) based Internet of Things and solves the challenging active user detection (AUD) and channel estimation (CE) problems. For the uplink transmission, we…

Information Theory · Computer Science 2020-07-23 Malong Ke , Zhen Gao , Yongpeng Wu , Xiqi Gao , Kat-Kit Wong

The Massimult project aims to design and implement an innovative CPU architecture based on combinator reduction with a novel combinator base and a new abstract machine. The evaluation of programs within this architecture is inherently…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-05 Jurgen Nicklisch-Franken , Ruslan Feizerakhmanov

There is an urgent demand for privacy-preserving techniques capable of supporting compute and data intensive (CDI) computing in the era of big data. However, none of existing TEEs can truly support CDI computing tasks, as CDI requires high…

Cryptography and Security · Computer Science 2019-04-15 Jianping Zhu , Rui Hou , XiaoFeng Wang , Wenhao Wang , Jiangfeng Cao , Lutan Zhao , Fengkai Yuan , Peinan Li , Zhongpu Wang , Boyan Zhao , Lixin Zhang , Dan Meng

Detecting weaknesses in cryptographic algorithms is of utmost importance for designing secure information systems. The state-of-the-art soft analytical side-channel attack (SASCA) uses physical leakage information to make probabilistic…

Machine Learning · Computer Science 2025-01-24 Thomas Wedenig , Rishub Nagpal , Gaëtan Cassiers , Stefan Mangard , Robert Peharz
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