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Silent Errors within hardware devices occur when an internal defect manifests in a part of the circuit which does not have check logic to detect the incorrect circuit operation. The results of such a defect can range from flipping a single…

Hardware Architecture · Computer Science 2022-03-18 Harish Dattatraya Dixit , Laura Boyle , Gautham Vunnam , Sneha Pendharkar , Matt Beadon , Sriram Sankar

Silent Data Corruption (SDC) can have negative impact on large-scale infrastructure services. SDCs are not captured by error reporting mechanisms within a Central Processing Unit (CPU) and hence are not traceable at the hardware level.…

Hardware Architecture · Computer Science 2021-02-23 Harish Dattatraya Dixit , Sneha Pendharkar , Matt Beadon , Chris Mason , Tejasvi Chakravarthy , Bharath Muthiah , Sriram Sankar

Too many defective compute chips are escaping existing manufacturing tests -- at least an order of magnitude more than industrial targets across all compute chip types in data centers. Silent data corruptions (SDCs) caused by test escapes,…

Tracing back the instruction execution sequence to debug a multicore system can be very time-consuming because the relationships of the instructions can be very complex. For instructions that cannot be checked by the environment immediately…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-09 Yuzhe Luo , Xin Yu

Fault injection attacks represent a class of threats that can compromise embedded systems across multiple layers of abstraction, such as system software, instruction set architecture (ISA), microarchitecture, and physical implementation.…

Cryptography and Security · Computer Science 2025-05-07 Arsalan Ali Malik , Harshvadan Mihir , Aydin Aysu

Instruction-level error injection analyses aim to find instructions where errors often lead to unacceptable outcomes like Silent Data Corruptions (SDCs). These analyses require significant time, which is especially problematic if developers…

Software Engineering · Computer Science 2024-03-27 Keyur Joshi , Rahul Singh , Tommaso Bassetto , Sarita Adve , Darko Marinov , Sasa Misailovic

Complex software systems often suffer from silent failures, i.e., violations of the intended semantics that do not cause explicit errors. A promising approach to detect such errors is to use system-specific runtime checkers that monitor the…

Software Engineering · Computer Science 2026-04-27 Beatriz Souza , Chang Lou , Suman Nath , Michael Pradel

Application developers often place executable assertions -- equipped with program-specific predicates -- in their system, targeting programming errors. However, these detectors can detect data errors resulting from transient hardware faults…

Software Engineering · Computer Science 2016-08-23 Michael Lenz , Horst Schirmeier

Fault injection attacks (FIA) pose significant security threats to embedded systems as they exploit weaknesses across multiple layers, including system software, instruction set architecture (ISA), microarchitecture, and physical hardware.…

Cryptography and Security · Computer Science 2025-10-24 Arsalan Ali Malik , Harshvadan Mihir , Aydin Aysu

Silent data corruption (SDC) threatens the reliability of large-scale GPU clusters used for training large language models, yet its rarity and lack of explicit error signals make accurate high-level modeling challenging. To address this…

In the area of physical attacks, system-on-chip (SoC) designs have not received the same level of attention as simpler micro-controllers. We try to model the behavior of secure software running on a superscalar out-of-order microprocessor…

Cryptography and Security · Computer Science 2019-03-08 Julien Proy , Karine Heydemann , Fabien Majéric , Albert Cohen , Alexandre Berzati

Symbolic quick error detection (SQED) is a formal pre-silicon verification technique targeted at processor designs. It leverages bounded model checking (BMC) to check a design for counterexamples to a self-consistency property: given the…

Logic in Computer Science · Computer Science 2020-09-25 Florian Lonsing , Subhasish Mitra , Clark Barrett

Software testing is sometimes plagued with intermittently failing tests and finding the root causes of such failing tests is often difficult. This problem has been widely studied at the unit testing level for open source software, but there…

Software Engineering · Computer Science 2020-05-15 Per Erik Strandberg , Thomas J Ostrand , Elaine J Weyuker , Wasif Afzal , Daniel Sundmark

As Large Language Models (LLMs) scale in size and complexity, the consequences of failures during training become increasingly severe. A major challenge arises from Silent Data Corruption (SDC): hardware-induced faults that bypass…

Machine Learning · Computer Science 2026-04-02 Anton Altenbernd , Philipp Wiesner , Odej Kao

High-performance and safety-critical system architects must accurately evaluate the application-level silent data corruption (SDC) rates of processors to soft errors. Such an evaluation requires error propagation all the way from particle…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-05 Siva Kumar Sastry Hari , Paolo Rech , Timothy Tsai , Mark Stephenson , Arslan Zulfiqar , Michael Sullivan , Philip Shirvani , Paul Racunas , Joel Emer , Stephen W. Keckler

As the scale of training large language models (LLMs) increases, one emergent failure is silent data corruption (SDC), where hardware produces incorrect computations without explicit failure signals. In this work, we are the first to…

Machine Learning · Computer Science 2025-02-19 Jeffrey Ma , Hengzhi Pei , Leonard Lausen , George Karypis

An accurate prediction of scheduling and execution of instruction streams is a necessary prerequisite for predicting the in-core performance behavior of throughput-bound loop kernels on out-of-order processor architectures. Such predictions…

Performance · Computer Science 2020-06-25 Jan Laukemann , Julian Hammer , Johannes Hofmann , Georg Hager , Gerhard Wellein

Software-exploitable Hardware Trojans (HTs) enable attackers to execute unauthorized software or gain illicit access to privileged operations. This manuscript introduces a hardware-based methodology for detecting runtime HT activations…

Cryptography and Security · Computer Science 2025-09-25 Alessandro Palumbo , Ruben Salvador

Recent trends in the software development practices (Agile, DevOps, CI) have shortened the development life-cycle causing the need for efficient security-by-design approaches. In this context, software architectures are analyzed for…

Software Engineering · Computer Science 2019-06-06 Katja Tuma , Danial Hosseini , Kyriakos Malamas , Riccardo Scandariato

The quest for universal superconducting quantum computing is hindered by noise and errors. It has been proven that Quantum Error Correction (QEC) codes will lay at the foundation of fault tolerant quantum computing. However, cosmic-ray…

Quantum Physics · Physics 2025-06-23 Marzio Vallero , Gioele Casagranda , Flavio Vella , Paolo Rech
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