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Memory safety bugs remain in the top ranks of security vulnerabilities, even after decades of research on their detection and prevention. Various mitigations have been proposed for C/C++, ranging from language dialects to instrumentation.…

Cryptography and Security · Computer Science 2023-05-12 Konrad Hohentanner , Philipp Zieris , Julian Horsch

Security issues in shipped code can lead to unforeseen device malfunction, system crashes or malicious exploitation by crackers, post-deployment. These vulnerabilities incur a cost of repair and foremost risk the credibility of the company.…

Artificial Intelligence · Computer Science 2021-04-20 Anshul Tanwar , Hariharan Manikandan , Krishna Sundaresan , Prasanna Ganesan , Sathish Kumar Chandrasekaran , Sriram Ravi

Predicting equipment anomalies before they escalate into failures is a critical challenge in industrial facility management. Existing approaches rely either on hand-crafted threshold rules, which lack generalizability, or on large neural…

Machine Learning · Computer Science 2026-04-08 Takato Yasuno

Software engineering (SE) is increasingly collaborative, with developers working together on shared complex codebases. Effective collaboration in shared environments requires participants -- whether humans or AI agents -- to stay on the…

Software Engineering · Computer Science 2025-06-10 Xuehang Guo , Xingyao Wang , Yangyi Chen , Sha Li , Chi Han , Manling Li , Heng Ji

Field-Programmable Gate Arrays (FPGAs) have become essential in cloud computing due to their reconfigurability, energy efficiency, and ability to accelerate domain-specific workloads. As FPGA adoption grows, research into task scheduling…

Hardware Architecture · Computer Science 2025-11-11 Arsalan Ali Malik , John Buchanan , Aydin Aysu

The correctness of complex software depends on the correctness of both the source code and the compilers that generate corresponding binary code. Compilers must do more than preserve the semantics of a single source file: they must ensure…

Programming Languages · Computer Science 2024-09-04 Luke Geeson , James Brotherston , Wilco Dijkstra , Alastair F. Donaldson , Lee Smith , Tyler Sorensen , John Wickerson

Bounded Model Checking (BMC) is a widely used software verification technique. Despite its successes, the technique has several limiting factors, from state-space explosion to lack of completeness. Over the years, interval analysis has…

Software Engineering · Computer Science 2024-06-24 Rafael Sá Menezes , Edoardo Manino , Fedor Shmarov , Mohannad Aldughaim , Rosiane de Freitas , Lucas C. Cordeiro

A number of production deep learning clusters have attempted to explore inference hardware for DNN training, at the off-peak serving hours with many inference GPUs idling. Conducting DNN training with a combination of heterogeneous training…

Machine Learning · Computer Science 2024-07-03 Juntao Zhao , Borui Wan , Yanghua Peng , Haibin Lin , Yibo Zhu , Chuan Wu

The next generation of AI systems requires strong safety guarantees. This report looks at the software implementation of neural networks and related memory safety properties, including NULL pointer deference, out-of-bound access,…

Software Engineering · Computer Science 2024-05-16 Yiannis Charalambous , Edoardo Manino , Lucas C. Cordeiro

Coroutines are experiencing a renaissance as many modern programming languages support the use of cooperative multitasking for highly parallel or asynchronous applications. One of the greatest advantages of this is that concurrency and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-13 Simon König , Lukas Epple , Christian Becker

Frontier AI developers are relying on layers of safeguards to protect against catastrophic misuse of AI systems. Anthropic and OpenAI guard their latest Opus 4 model and GPT-5 models using such defense pipelines, and other frontier…

Computation and Language · Computer Science 2026-02-06 Ian R. McKenzie , Oskar J. Hollinsworth , Tom Tseng , Xander Davies , Stephen Casper , Aaron D. Tucker , Robert Kirk , Adam Gleave

By July 2025, smart contracts collectively manage roughly $120 billion in assets. With Solidity remaining the dominant language for smart contract development, the correctness of Solidity compilers has become critically important. However,…

Programming Languages · Computer Science 2025-12-03 Haoyang Ma , Alastair F. Donaldson , Qingchao Shen , Yongqiang Tian , Junjie Chen , Shing-Chi Cheung

Accurately estimating workload runtime is a longstanding goal in computer systems, and plays a key role in efficient resource provisioning, latency minimization, and various other system management tasks. Runtime prediction is particularly…

Machine Learning · Computer Science 2025-03-11 Tianshu Huang , Arjun Ramesh , Emily Ruppel , Nuno Pereira , Anthony Rowe , Carlee Joe-Wong

This paper presents a benchmarking methodology for evaluating end-to-end performance of deterministic signal-processing pipelines expressed using CNN-compatible primitives. The benchmark targets phased-array workloads such as ultrasound…

Performance · Computer Science 2026-02-09 Christiaan Boerkamp , Akhil John Thomas

Efficient container image distribution is crucial for enabling machine learning inference at the network edge, where resource limitations and dynamic network conditions create significant challenges. In this paper, we present PeerSync, a…

Networking and Internet Architecture · Computer Science 2025-12-22 Yinuo Deng , Hailiang Zhao , Dongjing Wang , Peng Chen , Wenzhuo Qian , Jianwei Yin , Schahram Dustdar , Shuiguang Deng

Machine Learning (ML) models execute several parallel computations including Generalized Matrix Multiplication, Convolution, Dropout, etc. These computations are commonly executed on Graphics Processing Units (GPUs), by dividing the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-15 Abhinav Jangda , Saeed Maleki , Maryam Mehri Dehnavi , Madan Musuvathi , Olli Saarikivi

Compilation errors pose pervasive and critical challenges in software development, significantly hindering productivity. Therefore, Automated Compilation Error Repair (ACER) techniques are proposed to mitigate these issues. Despite recent…

Software Engineering · Computer Science 2026-03-31 Jia Li , Zeyang Zhuang , Zhuangbin Chen , Yuxin Su , Wei Meng , Michael R. Lyu

Hardware-firmware integration is becoming a productivity bottleneck due to the increasing complexity of accelerators, characterized by intricate memory hierarchies and firmware-intensive execution. While numerous verification techniques…

Hardware Architecture · Computer Science 2026-04-14 G Abarajithan , Zhenghua Ma , Francesco Restuccia , Ryan Kastner

Modern socio-technical systems are increasingly complex. A fundamental problem is that the borders of such systems are often not well-defined a-priori, which among other problems can lead to unwanted behavior during runtime. Ideally,…

Artificial Intelligence · Computer Science 2017-10-17 Simon Rehwald , Amjad Ibrahim , Kristian Beckers , Alexander Pretschner

The integration of Formal Verification tools with Large Language Models (LLMs) offers a path to scale software verification beyond manual workflows. However, current methods remain unreliable: without a solid theoretical footing, the…

Artificial Intelligence · Computer Science 2025-12-18 PIerre Dantas , Lucas Cordeiro , Youcheng Sun , Waldir Junior