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Generating tests that can reveal performance issues in large and complex software systems within a reasonable amount of time is a challenging task. On one hand, there are numerous combinations of input data values to explore. On the other…

Software Engineering · Computer Science 2021-04-07 Ali Sedaghatbaf , Mahshid Helali Moghadam , Mehrdad Saadatmand

Fuzzing has proven to be very effective for discovering certain classes of software flaws, but less effective in helping developers process these discoveries. Conventional crash-based fuzzers lack enough information about failures to…

Cryptography and Security · Computer Science 2024-11-04 Allison Naaktgeboren , Sean Noble Anderson , Andrew Tolmach , Greg Sullivan

Modern computing is shifting from homogeneous CPU-centric systems to heterogeneous systems with closely integrated CPUs and GPUs. While the CPU software stack has benefited from decades of memory safety hardening, the GPU software stack…

Cryptography and Security · Computer Science 2026-03-09 Mingkai Li , Joseph Devietti , Suman Jana , Tanvir Ahmed Khan

Adversarial perturbations are a useful way to expose vulnerabilities in object detectors. Existing perturbation methods are frequently white-box, architecture specific and use a loss function. More importantly, while they are often…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Melane Navaratnarajah , David A. Kelly , Hana Chockler

Recent years have brought microarchitectural security intothe spotlight, proving that modern CPUs are vulnerable toseveral classes of microarchitectural attacks. These attacksbypass the basic isolation primitives provided by the…

Cryptography and Security · Computer Science 2021-08-25 Saidgani Musaev , Christof Fetzer

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…

Cryptography and Security · Computer Science 2022-10-27 Chidera Biringa , Gaspard Baye , Gökhan Kul

Testing ultra-large microservices-based FinTech systems presents significant challenges, including restricted access to production environments, complex dependencies, and stringent security constraints. We propose SandBoxFuzz, a scalable…

Software Engineering · Computer Science 2025-04-29 Jiazhao Yu , Yanlun Tu , Zhanlei Zhang , Tiehua Zhang , Cheng Xu , Weigang Wu , Hong Jin Kang , Xi Zheng

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

Fuzzing is a popular dynamic program analysis technique used to find vulnerabilities in complex software. Fuzzing involves presenting a target program with crafted malicious input designed to cause crashes, buffer overflows, memory errors,…

Software Engineering · Computer Science 2017-11-15 Mohit Rajpal , William Blum , Rishabh Singh

Ever-increasing design complexity of System-on-Chips (SoCs) led to significant verification challenges. Unlike software, bugs in hardware design are vigorous and eternal i.e., once the hardware is fabricated, it cannot be repaired with any…

Hardware Architecture · Computer Science 2025-12-11 Deepak Narayan Gadde , Aman Kumar , Djones Lettnin , Sebastian Simon

Recently, out-of-order execution, an important performance optimization in modern high-end processors, has been revealed to pose a significant security threat, allowing information leaks across security domains. In particular, the Meltdown…

Cryptography and Security · Computer Science 2019-05-31 Marina Minkin , Daniel Moghimi , Moritz Lipp , Michael Schwarz , Jo Van Bulck , Daniel Genkin , Daniel Gruss , Frank Piessens , Berk Sunar , Yuval Yarom

Hardware Fuzzing emerged as one of the crucial techniques for finding security flaws in modern hardware designs by testing a wide range of input scenarios. One of the main challenges is creating high-quality input seeds that maximize…

Cryptography and Security · Computer Science 2026-01-27 Raghul Saravanan , Sudipta Paria , Aritra Dasgupta , Swarup Bhunia , Sai Manoj P D

A recent trend towards running more demanding web applications, such as video games or client-side LLMs, in the browser has led to the adoption of the WebGPU standard that provides a cross-platform API exposing the GPU to websites. This…

Cryptography and Security · Computer Science 2024-09-04 Lukas Bernhard , Nico Schiller , Moritz Schloegel , Nils Bars , Thorsten Holz

Adversarial attacks have threatened the application of deep neural networks in security-sensitive scenarios. Most existing black-box attacks fool the target model by interacting with it many times and producing global perturbations.…

Computer Vision and Pattern Recognition · Computer Science 2021-01-05 Tao Xiang , Hangcheng Liu , Shangwei Guo , Tianwei Zhang , Xiaofeng Liao

Emulation-based fuzzers enable testing binaries without source code, and facilitate testing embedded applications where automated execution on the target hardware architecture is difficult and slow. The instrumentation techniques added to…

Cryptography and Security · Computer Science 2023-06-22 Michael Chesser , Surya Nepal , Damith C. Ranasinghe

The aggressive performance optimizations in modern microprocessors can result in security vulnerabilities. For example, timing-based attacks in processor caches can steal secret keys or break randomization. So far, finding cache-timing…

Cryptography and Security · Computer Science 2023-02-07 Mulong Luo , Wenjie Xiong , Geunbae Lee , Yueying Li , Xiaomeng Yang , Amy Zhang , Yuandong Tian , Hsien-Hsin S. Lee , G. Edward Suh

Existing binary Transformers are promising in edge deployment due to their compact model size, low computational complexity, and considerable inference accuracy. However, deploying binary Transformers faces challenges on prior processors…

Hardware Architecture · Computer Science 2024-07-16 Yuhao Ji , Chao Fang , Zhongfeng Wang

Mutation testing consists of generating test cases that detect faults injected into software (generating mutants) which its original test suite could not. By running such an augmented set of test cases, it may discover actual faults that…

Software Engineering · Computer Science 2024-06-05 Jaekwon Lee , Enrico Viganò , Fabrizio Pastore , Lionel Briand

Recently, test-time adaptation (TTA) has been proposed as a promising solution for addressing distribution shifts. It allows a base model to adapt to an unforeseen distribution during inference by leveraging the information from the batch…

Machine Learning · Computer Science 2023-02-07 Tong Wu , Feiran Jia , Xiangyu Qi , Jiachen T. Wang , Vikash Sehwag , Saeed Mahloujifar , Prateek Mittal

As blockchain smart contracts become more widespread and carry more valuable digital assets, they become an increasingly attractive target for attackers. Over the past few years, smart contracts have been subject to a plethora of…

Cryptography and Security · Computer Science 2023-12-12 Peng Qian , Hanjie Wu , Zeren Du , Turan Vural , Dazhong Rong , Zheng Cao , Lun Zhang , Yanbin Wang , Jianhai Chen , Qinming He