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The advent of Large Language Model (LLM)-powered agents has revolutionized artificial intelligence by enabling solutions to complex, open-ended tasks through web-based information-seeking (IS) capabilities. The scarcity of high-quality…

Computation and Language · Computer Science 2025-07-22 Zhengwei Tao , Jialong Wu , Wenbiao Yin , Junkai Zhang , Baixuan Li , Haiyang Shen , Kuan Li , Liwen Zhang , Xinyu Wang , Yong Jiang , Pengjun Xie , Fei Huang , Jingren Zhou

Automatic synthesis of hardware components from declarative specifications is an ambitious endeavor in computer aided design. Existing synthesis algorithms are often implemented with Binary Decision Diagrams (BDDs), inheriting their…

Logic in Computer Science · Computer Science 2013-11-15 Roderick Bloem , Robert Koenighofer , Martina Seidl

Programmable Logic Controllers (PLCs) are widely used in industrial automation to control physical systems. As PLC applications become increasingly complex, ensuring their correctness is crucial. Existing formal verification techniques…

Programming Languages · Computer Science 2025-07-22 Jaeseo Lee , Kyungmin Bae

This vision paper articulates a long-term research agenda for formal methods at the intersection with artificial intelligence, outlining multiple conceptual and technical dimensions and reporting on our ongoing work toward realising this…

Software Engineering · Computer Science 2026-02-04 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

Large language models are increasingly used to generate code from natural language, but ensuring correctness remains challenging. Formal verification offers a principled way to obtain such guarantees by proving that a program satisfies a…

Machine Learning · Computer Science 2026-04-14 Zhe Ye , Aidan Z. H. Yang , Huangyuan Su , Zhenyu Liao , Samuel Tenka , Zhizhen Qin , Udaya Ghai , Dawn Song , Soonho Kong

Component-based synthesis seeks to build programs using the APIs provided by a set of libraries. Oftentimes, these APIs have effects, which make it challenging to reason about the correctness of potential synthesis candidates. This is…

Programming Languages · Computer Science 2022-09-08 Ashish Mishra , Suresh Jagannathan

In this paper we demonstrate an approach to model structure and behavior of distributed systems, to map those models to a lightweight execution engine by using a functional programming language and to systematically define and execute tests…

Software Engineering · Computer Science 2014-09-24 Borislav Gajanovic , Hans Grönninger , Bernhard Rumpe

One of the main barriers preventing widespread use of formal methods is the elicitation of formal specifications. Formal specifications facilitate the testing and verification process for safety critical robotic systems. However, handling…

Software Engineering · Computer Science 2016-11-15 Bardh Hoxha , Nikolaos Mavridis , Georgios Fainekos

Automated testing plays a crucial role in ensuring software security. It heavily relies on formal specifications to validate the correctness of the system behavior. However, the main approach to defining these formal specifications is…

Software Engineering · Computer Science 2025-04-03 Hui Li , Zhen Dong , Siao Wang , Hui Zhang , Liwei Shen , Xin Peng , Dongdong She

The design of complex machines stands as both a marker of human intelligence and a foundation of engineering practice. Given recent advances in large language models (LLMs), we ask whether they, too, can learn to create. We approach this…

Artificial Intelligence · Computer Science 2025-10-21 Wenqian Zhang , Weiyang Liu , Zhen Liu

Traditional requirements engineering tools do not readily access the SysML-defined system architecture model, often resulting in ad-hoc duplication of model elements that lacks the connectivity and expressive detail possible in a…

Systems and Control · Electrical Eng. & Systems 2024-02-22 James S. Wheaton , Daniel R. Herber

We address the problem of calibrating prediction confidence for output entities of interest in natural language processing (NLP) applications. It is important that NLP applications such as named entity recognition and question answering…

Computation and Language · Computer Science 2020-05-07 Abhyuday Jagannatha , Hong Yu

In Spoken Language Understanding (SLU) the task is to extract important information from audio commands, like the intent of what a user wants the system to do and special entities like locations or numbers. This paper presents a simple…

Computation and Language · Computer Science 2022-06-30 Daniel Bermuth , Alexander Poeppel , Wolfgang Reif

Efficient methods for the representation and simulation of quantum states and quantum operations are crucial for the optimization of quantum circuits. Decision diagrams (DDs), a well-studied data structure originally used to represent…

Quantum Physics · Physics 2023-09-13 Lieuwe Vinkhuijzen , Tim Coopmans , David Elkouss , Vedran Dunjko , Alfons Laarman

Concurrent software for engineering computations consists of multiple cooperating modules. The behavior of individual modules is described by means on state diagrams. In the paper, the constraints on state diagrams are proposed, allowing…

Software Engineering · Computer Science 2017-03-27 Bogdan D. Czejdo , Wiktor B. Daszczuk , Jerzy Mieścicki

Deep generative models have been enjoying success in modeling continuous data. However it remains challenging to capture the representations for discrete structures with formal grammars and semantics, e.g., computer programs and molecular…

Machine Learning · Computer Science 2018-02-27 Hanjun Dai , Yingtao Tian , Bo Dai , Steven Skiena , Le Song

Collective Adaptive Systems (CAS) consist of a large number of spatially distributed heterogeneous entities with decentralised control and varying degrees of complex autonomous behaviour that may be competing for shared resources even when…

Logic in Computer Science · Computer Science 2016-07-08 Maurice H. ter Beek , Michele Loreti

Recent frontier large language models (LLMs) have shown strong performance in identifying security vulnerabilities in large, mature open-source systems. As LLM-generated code becomes increasingly common, a natural goal is to prevent such…

Software Engineering · Computer Science 2026-05-13 Zhaorui Li , Chengyu Song

Generative models are spearheading recent progress in deep learning, showcasing strong promise for trajectory sampling in dynamical systems as well. However, whereas latent space modeling paradigms have transformed image and video…

Machine Learning · Computer Science 2026-01-16 Florian Sestak , Artur Toshev , Andreas Fürst , Günter Klambauer , Andreas Mayr , Johannes Brandstetter

Formal verification has been successfully developed in computer science for verifying combinatorial classes of models and specifications. In like manner, formal verification methods have been developed for dynamical systems. However, the…

Systems and Control · Computer Science 2013-08-27 Rafael Wisniewski
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