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Recent advances in large language models show strong promise for formal reasoning. However, most LLM-based theorem provers have long been constrained by the need for expert-written formal statements as inputs, limiting their applicability…

AI for Mathematics (AI4Math) is not only intriguing intellectually but also crucial for AI-driven discovery in science, engineering, and beyond. Extensive efforts on AI4Math have mirrored techniques in NLP, in particular, training large…

人工智能 · 计算机科学 2024-12-23 Kaiyu Yang , Gabriel Poesia , Jingxuan He , Wenda Li , Kristin Lauter , Swarat Chaudhuri , Dawn Song

We address the safety verification and synthesis problems for real-time systems. We introduce real-time programs that are made of instructions that can perform assignments to discrete and real-valued variables. They are general enough to…

形式语言与自动机理论 · 计算机科学 2020-07-24 Franck Cassez , Peter Gjøl Jensen , Kim Guldstrand Larsen

We introduce a tableau decision method for deciding realizability of specifications expressed in a safety fragment of LTL that includes bounded future temporal operators. Tableau decision procedures for temporal and modal logics have been…

计算机科学中的逻辑 · 计算机科学 2022-06-06 Montserrat Hermo , Paqui Lucio , César Sánchez

An increasing number of applications require real-time reasoning under uncertainty with streaming input. The temporal (dynamic) Bayes net formalism provides a powerful representational framework for such applications. However, existing…

人工智能 · 计算机科学 2013-01-07 Masami Takikawa , Bruce D'Ambrosio , Ed Wright

Ensuring ethical behavior in Artificial Intelligence (AI) systems amidst their increasing ubiquity and influence is a major concern the world over. The use of formal methods in AI ethics is a possible crucial approach for specifying and…

人工智能 · 计算机科学 2026-03-30 Priya T. V. , Shrisha Rao

Multicore embedded systems have been constantly researched to improve the efficiency by changing certain metrics, such as processor, memory, cache hierarchies and their cache configurations. Using Multi2Sim and McPAT simulators in…

分布式、并行与集群计算 · 计算机科学 2016-01-14 Gorker Alp Malazgirt , Deniz Candas , Arda Yurdakul

Smart cities are revolutionizing the transportation infrastructure by the integration of technology. However, ensuring that various transportation system components are operating as expected and in a safe manner is a great challenge. In…

计算机与社会 · 计算机科学 2021-10-13 Mariam Nour , Mohamed H. Zaki

The process algebra tock-CSP provides textual notations for modelling discrete-time behaviours, with the support of various tools for verification. Similarly, automatic verification of Timed Automata (TA) is supported by the real-time…

计算机科学中的逻辑 · 计算机科学 2021-04-30 Abdulrazaq Abba , Ana Cavalcanti , Jeremy Jacob

Fully automated verification of large-scale software and hardware systems is arguably the holy grail of formal methods. Large language models (LLMs) have recently demonstrated their potential for enhancing the degree of automation in formal…

软件工程 · 计算机科学 2025-08-21 Zhongyi Wang , Tengjie Lin , Mingshuai Chen , Mingqi Yang , Haokun Li , Xiao Yi , Shengchao Qin , Jianwei Yin

Time series forecasting is crucial in strategic planning and decision-making across various industries. Traditional forecasting models mainly concentrate on numerical time series data, often overlooking important textual information such as…

计算与语言 · 计算机科学 2025-08-07 Chanjuan Liu , Shengzhi Wang , Enqiang Zhu

Large Language Models (LLMs) demonstrate human-like capabilities in language understanding, reasoning, and generation, driving interest in using LLM-based agents to simulate human feedback in recommender systems. However, most existing…

信息检索 · 计算机科学 2025-09-23 Xinye Wanyan , Danula Hettiachchi , Chenglong Ma , Ziqi Xu , Jeffrey Chan

Multimodal time series forecasting has garnered significant attention for its potential to provide more accurate predictions than traditional single-modality models by leveraging rich information inherent in other modalities. However, due…

机器学习 · 计算机科学 2026-02-26 Jiafeng Lin , Yuxuan Wang , Huakun Luo , Zhongyi Pei , Jianmin Wang

This paper investigates real-time decision support systems that leverage low-latency AI models, bringing together recent progress in holistic AI-driven decision tools, integration with Edge-IoT technologies, and approaches for effective…

人工智能 · 计算机科学 2025-12-12 Zechun Deng , Ziwei Liu , Ziqian Bi , Junhao Song , Chia Xin Liang , Joe Yeong , Xinyuan Song , Junfeng Hao

A major determinant of the quality of software systems is the quality of their requirements, which should be both understandable and precise. Most requirements are written in natural language, good for understandability but lacking in…

Development processes in various engineering disciplines are incorporating formal models to ensure safety properties of critical systems. The use of these formal models requires to reason about their adequacy, i.e., to validate that a model…

人机交互 · 计算机科学 2019-12-24 Eduard Kamburjan , Jonas Stromberg

We present RTAMT, an online monitoring library for Signal Temporal Logic (STL) and its interface-aware variant (IA-STL), providing both discrete- and dense-time interpretation of the logic. We also introduce RTAMT4ROS, a tool that…

计算机科学中的逻辑 · 计算机科学 2020-05-26 Dejan Nickovic , Tomoya Yamaguchi

We investigate the simulation problem in of dense-time system. A specification simulates a model if the specification can match every transition that the model can make at a time point. We also adapt the approach of Emerson and Lei and…

计算机科学中的逻辑 · 计算机科学 2010-07-06 Farn Wang

Timing information leakage occurs whenever an attacker successfully deduces confidential internal information by observing some timed information such as events with timestamps. Timed automata are an extension of finite-state automata with…

计算机科学中的逻辑 · 计算机科学 2023-11-01 Étienne André , Engel Lefaucheux , Didier Lime , Dylan Marinho , Jun Sun

Interactive proof assistants are computer programs carefully constructed to check a human-designed proof of a mathematical claim with high confidence in the implementation. However, this only validates truth of a formal claim, which may…

编程语言 · 计算机科学 2023-10-09 Colin S. Gordon , Sergey Matskevich