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Verifiers--functions assigning rewards to agent behavior--have been key to AI progress in math, code, and games. However, extending gains to domains without clear-cut success criteria remains a challenge: while humans can recognize desired…

Artificial Intelligence · Computer Science 2026-03-10 Moises Andrade , Joonhyuk Cha , Brandon Ho , Vriksha Srihari , Karmesh Yadav , Zsolt Kira

Reified Input/Output (I/O) logic[21] has been recently proposed to model real-world norms in terms of the logic in [11]. This is massively grounded on the notion of reification, and it has specifically designed to model meaning of natural…

Artificial Intelligence · Computer Science 2021-10-15 Livio Robaldo , Kolawole J. Adebayo

Clearly articulating the assumptions of the execution environment is crucial for the successful application of code-level formal verification. The process of specifying a model for the environment can be both laborious and error-prone,…

Software Engineering · Computer Science 2024-09-20 Siddharth Priya , Temesghen Kahsai , Arie Gurfinkel

We present a technique for efficient stateless model checking of programs that execute under the relaxed memory models TSO and PSO. The basis for our technique is a novel representation of executions under TSO and PSO, called chronological…

Logic in Computer Science · Computer Science 2015-01-12 Parosh Abdulla , Stavros Aronis , Mohammed Faouzi Atig , Bengt Jonsson , Carl Leonardsson , Konstantinos Sagonas

Engineering design operates through hierarchical abstraction from system specifications to component implementations, requiring visual understanding coupled with mathematical reasoning at each level. While Multi-modal Large Language Models…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Arman Akbari , Jian Gao , Yifei Zou , Mei Yang , Jinru Duan , Dmitrii Torbunov , Yanzhi Wang , Yihui Ren , Xuan Zhang

Automated software verification of concurrent programs is challenging because of exponentially large state spaces with respect to the number of threads and number of events per thread. Verification techniques such as model checking need to…

Programming Languages · Computer Science 2020-04-15 Patrick Metzler , Habib Saissi , Péter Bokor , Neeraj Suri

Recent advances in Large Multimodal Models (LMMs) have revolutionized their reasoning and Optical Character Recognition (OCR) capabilities. However, their complex logical reasoning performance on text-rich images remains underexplored. To…

Computer Vision and Pattern Recognition · Computer Science 2025-11-27 Maoyuan Ye , Haibin He , Qihuang Zhong , Jing Zhang , Juhua Liu , Bo Du

Self-checksumming (SC) is a tamper-proofing technique that ensures certain program segments (code) in memory hash to known values at runtime. SC has few restrictions on application and hence can protect a vast majority of programs. The code…

Cryptography and Security · Computer Science 2019-09-26 Mohsen Ahmadvand , Daniel Below , Sebastian Banescu , Alexander Pretschner

Hardware security verification is a challenging and time-consuming task. Design engineers may use formal verification, linting, and functional simulation tests, coupled with analysis and a deep understanding of the hardware design being…

Cryptography and Security · Computer Science 2026-02-25 Luca Collini , Baleegh Ahmad , Joey Ah-kiow , Ramesh Karri

Runtime verification is a lightweight verification technique that complements model checking by analyzing system executions at runtime rather than exploring a complete system model in advance. It is particularly useful for partially…

Logic in Computer Science · Computer Science 2026-04-30 Benedikt Bollig

The dependency on the correct functioning of embedded systems is rapidly growing, mainly due to their wide range of applications, such as micro-grids, automotive device control, health care, surveillance, mobile devices, and consumer…

Logic in Computer Science · Computer Science 2017-03-01 Lucas Cordeiro

Registers are primary storage elements in System-on-chip~(SoC) designs and play an important role in maintaining state information and processing data in digital systems. With respect to the ISO26262 standard, these registers require high…

Formal Languages and Automata Theory · Computer Science 2025-05-26 Shuhang Zhang , Bryan Olmos

We present the first framework for efficient application of stateless model checking (SMC) to programs running under the relaxed memory model of POWER. The framework combines several contributions. The first contribution is that we develop…

Logic in Computer Science · Computer Science 2016-05-10 Parosh Aziz Abdulla , Mohamed Faouzi Atig , Bengt Jonsson , Carl Leonardsson

In real-world machine learning deployments, models must be continually updated, composed, and when required, selectively undone. However, existing approaches to model merging and continual learning often suffer from task interference,…

Machine Learning · Computer Science 2026-04-14 Haris Khan , Sadia Asif , Shumaila Asif , Muhammad Zeeshan Karamat , Rajesh Upadhayaya

Modern processors such as ARMv8 and RISC-V allow executions in which independent instructions within a process may be reordered. To cope with such phenomena, so called promising semantics have been developed, which permit threads to read…

Logic in Computer Science · Computer Science 2022-11-30 Heike Wehrheim , Lara Bargmann , Brijesh Dongol

AI agents increasingly operate over extended time horizons, yet their ability to retain, organize, and recall multimodal experiences remains a critical bottleneck. Building effective lifelong memory requires navigating a vast design space…

Artificial Intelligence · Computer Science 2026-04-03 Jiaqi Liu , Zipeng Ling , Shi Qiu , Yanqing Liu , Siwei Han , Peng Xia , Haoqin Tu , Zeyu Zheng , Cihang Xie , Charles Fleming , Mingyu Ding , Huaxiu Yao

Developing accurate and reliable Compute-In-Memory (CIM) architectures is becoming a key research focus to accelerate Artificial Intelligence (AI) tasks on hardware, particularly Deep Neural Networks (DNNs). In that regard, there has been…

Hardware Architecture · Computer Science 2026-04-15 Omar Numan , Gaurav Singh , Kazybek Adam , Jelin Leslin , Aleksi Korsman , Otto Simola , Marko Kosunen , Jussi Ryynänen , Martin Andraud

This paper proposes CES, a task to evaluate the abilities of LLMs in simulating program execution and using that reasoning in programming tasks. Besides measuring the correctness of variable predictions during execution simulation, CES…

Software Engineering · Computer Science 2026-04-08 Changshu Liu , Yang Chen , Reyhaneh Jabbarvand

The memory model of a shared-memory multiprocessor is a contract between the designer and programmer of the multiprocessor. The sequential consistency memory model specifies a total order among the memory (read and write) events performed…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Shaz Qadeer

Large language models (LLMs) perform well on step-by-step reasoning benchmarks such as mathematics and code generation, yet their ability to carry out robust long-horizon planning under realistic constraints remains insufficiently…

Artificial Intelligence · Computer Science 2026-04-21 Petr Anokhin , Roman Khalikov , Stefan Rebrikov , Viktor Volkov , Artyom Sorokin , Vincent Bissonnette
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