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The SV-COMP competition provides a state-of-the-art platform for evaluating software verification tools on a standardized set of verification tasks. Consequently, verifier development outcomes are influenced by the composition of program…

Software Engineering · Computer Science 2026-02-05 Charles Moloney , Robert Dyer , Elena Sherman

Constrained-random simulation is the predominant approach used in the industry for functional verification of complex digital designs. The effectiveness of this approach depends on two key factors: the quality of constraints used to…

Logic in Computer Science · Computer Science 2014-03-26 Supratik Chakraborty , Kuldeep S. Meel , Moshe Y. Vardi

Visual autoregressive (AR) generation models have demonstrated strong potential for image generation, yet their next-token-prediction paradigm introduces considerable inference latency. Although speculative decoding (SD) has been proven…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 Haotian Dong , Ye Li , Rongwei Lu , Chen Tang , Shu-Tao Xia , Zhi Wang

Agentic AI coding systems can inspect repositories, plan implementation steps, edit files, call tools, run tests, and submit pull requests. These capabilities make software and hardware development faster in some settings, but current…

Software Engineering · Computer Science 2026-05-21 Christopher Koch

Current AI-assisted engineering workflows lack a built-in mechanism to maintain task-level verification and regulatory traceability at machine-speed delivery. Agile V addresses this gap by embedding independent verification and audit…

Software Engineering · Computer Science 2026-02-25 Christopher Koch , Joshua Andreas Wellbrock

Safety-critical applications like autonomous vehicles and industrial IoT are adopting semantic communication (SemCom) systems using deep neural networks to reduce bandwidth and increase transmission speed by transmitting only task-relevant…

Logic in Computer Science · Computer Science 2026-02-23 Thanh Le , Hai Duong , ThanhVu Nguyen , Takeshi Matsumura

Recent advances in AI-driven image generation have introduced new challenges for verifying the authenticity of digital evidence in forensic investigations. Modern generative models can produce visually consistent forgeries that evade…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Opeyemi Bamigbade , Mark Scanlon , John Sheppard

Formal property verification (FPV) has existed for decades and has been shown to be effective at finding intricate RTL bugs. However, formal properties, such as those written as SystemVerilog Assertions (SVA), are time-consuming and…

Hardware Architecture · Computer Science 2024-10-28 Marcelo Orenes-Vera , Margaret Martonosi , David Wentzlaff

The rapid proliferation of AI-Generated Images (AIGIs) has introduced severe risks of misinformation, making AIGI detection a critical yet challenging task. While traditional detection paradigms mainly rely on low-level features, recent…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Chenyang Zhu , Maorong Wang , Jun Liu , Ching-Chun Chang , Isao Echizen

Continual memory augmentation lets computer-using agents (CUAs) learn from prior interactions, but unvetted memories can encode domain-inappropriate or unsafe heuristics--spurious rules that drift from user intent and safety constraints. We…

Machine Learning · Computer Science 2025-08-11 Thong Q. Nguyen , Shubhang Desai , Raja Hasnain Anwar , Firoz Shaik , Vishwas Suryanarayanan , Vishal Chowdhary

Variational Autoencoders (VAEs) have become increasingly popular and deployed in safety-critical applications. In such applications, we want to give certified probabilistic guarantees on performance under adversarial attacks. We propose a…

Machine Learning · Computer Science 2025-04-29 Changming Xu , Debangshu Banerjee , Deepak Vasisht , Gagandeep Singh

The deployment of autonomous AI agents in sensitive domains, such as healthcare, introduces critical risks to safety, security, and privacy. These agents may deviate from user objectives, violate data handling policies, or be compromised by…

Software Engineering · Computer Science 2025-10-08 Lesly Miculicich , Mihir Parmar , Hamid Palangi , Krishnamurthy Dj Dvijotham , Mirko Montanari , Tomas Pfister , Long T. Le

Existing formal verification methods for image-based neural network controllers in autonomous vehicles often struggle with high-dimensional inputs, computational inefficiency, and a lack of explainability. These challenges make it difficult…

Machine Learning · Computer Science 2025-03-19 Aditya Parameshwaran , Yue Wang

Automated vulnerability detection in critical-infrastructure software confronts a fundamental barrier: industrial software is routinely deployed as stripped, symbol-free binaries that deprive conventional Software Composition Analysis of…

Software Engineering · Computer Science 2026-05-11 Bowei Ning , Xuejun Zong , Lian Lian , Kan He , Yifei Sun , Yuxiang Lei , Plamen Vasilev

The advancement in large language models (LLMs) and large vision models has fueled the rapid progress in multi-modal vision-language reasoning capabilities. However, existing vision-language models (VLMs) remain challenged by compositional…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Yichang Xu , Gaowen Liu , Ramana Rao Kompella , Sihao Hu , Fatih Ilhan , Selim Furkan Tekin , Zachary Yahn , Ling Liu

Software vulnerabilities continue to undermine the reliability and security of modern systems, particularly as software complexity outpaces the capabilities of traditional detection methods. This study introduces a genetic algorithm-based…

Software Engineering · Computer Science 2025-08-11 Yanusha Mehendran , Maolin Tang , Yi Lu

Power system simulation workflows remain expert-intensive. Engineers must translate study intents into code or API calls, execute analyses, and interpret outputs. To automate this workflow, this paper presents PFAgent, a tractable and…

Systems and Control · Electrical Eng. & Systems 2026-04-14 Buxin She , Brian Chen , Luanzheng Guo , Fangxing Li

We introduce VerifAI, an open-source expert system for biomedical question answering that integrates retrieval-augmented generation (RAG) with a novel post-hoc claim verification mechanism. Unlike standard RAG systems, VerifAI ensures…

Information Retrieval · Computer Science 2026-04-13 Miloš Košprdić , Adela Ljajić , Bojana Bašaragin , Darija Medvecki , Lorenzo Cassano , Nikola Milošević

Spoofing-robust automatic speaker verification (SASV) seeks to build automatic speaker verification systems that are robust against both zero-effort impostor attacks and sophisticated spoofing techniques such as voice conversion (VC) and…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-17 Amro Asali , Yehuda Ben-Shimol , Itshak Lapidot

This paper presents pragmatic solutions for verifying complex mathematical algorithms implemented in hardware in an efficient and effective manner. Maximizing leverage of a known-answer-test strategy, based on predefined data scenarios…

Artificial Intelligence · Computer Science 2024-12-30 Mark Litterick , Aleksandar Ivankovic , Bojan Arsov , Aman Kumar