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We address LLM serving workloads where repeated requests share a common solution structure but differ in localized constraints, such as output schema, variable names, or numeric constants. Prior caching approaches typically reuse either…

操作系统 · 计算机科学 2026-04-01 Azam Nouri

As training artificial intelligence (AI) models is a lengthy and hence costly process, leakage of such a model's internal parameters is highly undesirable. In the case of AI accelerators, side-channel information leakage opens up the threat…

硬件体系结构 · 计算机科学 2024-12-11 Andrija Nešković , Saleh Mulhem , Alexander Treff , Rainer Buchty , Thomas Eisenbarth , Mladen Berekovic

In cloud computing environments, multiple tenants are often co-located on the same multi-processor system. Thus, preventing information leakage between tenants is crucial. While the hypervisor enforces software isolation, shared hardware,…

密码学与安全 · 计算机科学 2016-06-29 Peter Pessl , Daniel Gruss , Clémentine Maurice , Michael Schwarz , Stefan Mangard

The widespread adoption of TLS 1.3 and QUIC has rendered payload content invisible, shifting traffic analysis toward side-channel features. However, rigorous justification for why side-channel leakage is inevitable in encrypted…

密码学与安全 · 计算机科学 2026-02-17 Guangjie Liu , Guang Chen , Weiwei Liu

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"…

密码学与安全 · 计算机科学 2018-12-13 Mohammad Rahmani Fadiheh , Dominik Stoffel , Clark Barrett , Subhasish Mitra , Wolfgang Kunz

In the last two decades, the evolving cyber-threat landscape has brought to center stage the contentious tradeoffs between the security and performance of modern microprocessors. The guarantees provided by the hardware to ensure no…

密码学与安全 · 计算机科学 2023-05-26 Nikhilesh Singh , Vinod Ganesan , Chester Rebeiro

Out-of-order execution and speculative execution are among the biggest contributors to performance and efficiency of modern processors. However, they are inconsiderate, leaking secret data during the transient execution of instructions.…

密码学与安全 · 计算机科学 2019-05-23 Michael Schwarz , Robert Schilling , Florian Kargl , Moritz Lipp , Claudio Canella , Daniel Gruss

Scientists have built a variety of covert channels for secretive information transmission with CPU cache and main memory. In this paper, we turn to a lower level in the memory hierarchy, i.e., persistent storage. Most programs store…

密码学与安全 · 计算机科学 2024-06-21 Qisheng Jiang , Chundong Wang

Various side-channel attacks (SCAs) on ICs have been successfully demonstrated and also mitigated to some degree. In the context of 3D ICs, however, prior art has mainly focused on efficient implementations of classical SCA countermeasures.…

密码学与安全 · 计算机科学 2019-06-07 Johann Knechtel , Ozgur Sinanoglu

Side channel attacks are a major class of attacks to crypto-systems. Attackers collect and analyze timing behavior, I/O data, or power consumption in these systems to undermine their effectiveness in protecting sensitive information. In…

密码学与安全 · 计算机科学 2017-10-26 Hossein Hosseinzadeh , Mihailo Isakov , Mostafa Darabi , Ahmad Patooghy , Michel A. Kinsy

In modern computer systems, user processes are isolated from each other by the operating system and the hardware. Additionally, in a cloud scenario it is crucial that the hypervisor isolates tenants from other tenants that are co-located on…

密码学与安全 · 计算机科学 2019-05-23 Michael Schwarz , Samuel Weiser , Daniel Gruss , Clémentine Maurice , Stefan Mangard

Constant-time code has become the de-facto standard for secure cryptographic implementations. However, some memory-based leakage classes such as ciphertext side-channels and silent stores remain unaddressed. Prior work proposed three…

密码学与安全 · 计算机科学 2026-04-22 Anna Pätschke , Jan Wichelmann , Thomas Eisenbarth

Secret-dependent timing behavior in cryptographic implementations has resulted in exploitable vulnerabilities, undermining their security. Over the years, numerous tools to automatically detect timing leakage or even to prove their absence…

密码学与安全 · 计算机科学 2023-04-25 Jan Wichelmann , Florian Sieck , Anna Pätschke , Thomas Eisenbarth

Hardware Trojans have drawn the attention of academia, industry and government agencies. Effective detection mechanisms and countermeasures against such malicious designs can only be developed when there is a deep understanding of how…

密码学与安全 · 计算机科学 2019-10-03 Samaneh Ghandali , Thorben Moos , Amir Moradi , Christof Paar

Modern computer architectures share physical resources between different programs in order to increase area-, energy-, and cost-efficiency. Unfortunately, sharing often gives rise to side channels that can be exploited for extracting or…

密码学与安全 · 计算机科学 2017-01-24 Pablo Cañones , Boris Köpf , Jan Reineke

Large Language Models (LLMs) enable a new ecosystem with many downstream applications, called LLM applications, with different natural language processing tasks. The functionality and performance of an LLM application highly depend on its…

密码学与安全 · 计算机科学 2025-06-16 Bo Hui , Haolin Yuan , Neil Gong , Philippe Burlina , Yinzhi Cao

Emerging applications, such as big data analytics and machine learning, require increasingly large amounts of main memory, often exceeding the capacity of current commodity processors built on DRAM technology. To address this, recent…

分布式、并行与集群计算 · 计算机科学 2025-10-27 Manel Lurbe , Miguel Avargues , Salvador Petit , Maria E. Gomez , Rui Yang , Guanhao Wang , Julio Sahuquillo

Cooperative caching is a technique used in mobile ad hoc networks to improve the efficiency of information access by reducing the access latency and bandwidth usage. Cache replacement policy plays a significant role in response time…

网络与互联网体系结构 · 计算机科学 2012-08-17 Preetha Theresa Joy , K. Poulose Jacob

Spectre intrusions exploit speculative execution design vulnerabilities in modern processors. The attacks violate the principles of isolation in programs to gain unauthorized private user information. Current state-of-the-art detection…

密码学与安全 · 计算机科学 2022-10-27 Chidera Biringa , Gaspard Baye , Gökhan Kul

We propose a method, based on program analysis and transformation, for eliminating timing side channels in software code that implements security-critical applications. Our method takes as input the original program together with a list of…

密码学与安全 · 计算机科学 2018-07-24 Meng Wu , Shengjian Guo , Patrick Schaumont , Chao Wang