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The increasing reliance on large language models (LLMs) such as ChatGPT in various fields emphasizes the importance of ``prompt engineering,'' a technology to improve the quality of model outputs. With companies investing significantly in…

密码学与安全 · 计算机科学 2024-02-21 Zeyang Sha , Yang Zhang

As large language models (LLMs) are becoming more capable and widespread, the study of their failure cases is becoming increasingly important. Recent advances in standardizing, measuring, and scaling test-time compute suggest new…

机器学习 · 计算机科学 2025-06-26 Mahdi Sabbaghi , Paul Kassianik , George Pappas , Yaron Singer , Amin Karbasi , Hamed Hassani

Theory evaluation is a key problem in many areas: machine learning, scientific discovery, inverse engineering, decision making, software engineering, design, human sciences, etc. If we have a set of theories that are able to explain the…

计算机科学中的逻辑 · 计算机科学 2013-01-23 Héctor Castillo-Andreu

Strategy logic (SL) is a powerful temporal logic that enables first-class reasoning over strategic behavior in multi-agent systems (MAS). In many MASs, the agents (and their strategies) cannot observe the global state of the system, leading…

计算机科学中的逻辑 · 计算机科学 2025-10-07 Raven Beutner , Bernd Finkbeiner

Statistical learning is the process of estimating an unknown probabilistic input-output relationship of a system using a limited number of observations. A statistical learning machine (SLM) is the algorithm, function, model, or rule, that…

机器学习 · 统计学 2026-04-26 Waleed A. Yousef

We consider a modal logic that can formalise statements about uncertainty and beliefs such as `I think that my wallet is in the drawer rather than elsewhere' or `I am confused whether my appointment is on Monday or Tuesday'. To do that, we…

逻辑 · 数学 2025-12-01 Marta Bílková , Thomas M. Ferguson , Daniil Kozhemiachenko

Reasoning semantically in first-order logic is notoriously a challenge. This paper surveys a selection of semantically-guided or model-based methods that aim at meeting aspects of this challenge. For first-order logic we touch upon…

人工智能 · 计算机科学 2019-11-22 Maria Paola Bonacina , Ulrich Furbach , Viorica Sofronie-Stokkermans

Mathematical proofs are often said to justify their conclusions by indicating the existence of a corresponding formal derivation. We argue that this widespread view relies on an under-examined notion of correspondence, or what it means for…

历史与综述 · 数学 2026-03-20 Simon DeDeo , Eamon Duede

Sequence diagrams are a popular technique for describing interactions between software entities. However, because the OMG group's UML standard is not based on a rigorous mathematical structure, it is impossible to deduce a single…

软件工程 · 计算机科学 2025-01-22 David Faitelson , Shmuel Tyszberowicz

In the present paper, we give a systematic study of the correspondence theory of generalized modal algebras and generalized modal spaces. The special feature of the present paper is that in the proof of the (right-handed) topological…

逻辑 · 数学 2022-05-06 Zhiguang Zhao

The Lambek calculus is a substructural logic known to be closely related to the formal language theory: on the one hand, it is used for generating formal languages by means of categorial grammars and, on the other hand, it has formal…

逻辑 · 数学 2025-04-22 Tikhon Pshenitsyn

Modular logic programs provide a way of viewing logic programs as consisting of many independent, meaningful modules. This paper introduces first-order modular logic programs, which can capture the meaning of many answer set programs. We…

计算机科学中的逻辑 · 计算机科学 2017-02-21 Amelia Harrison , Yuliya Lierler

Formal learning theory formalizes the process of inferring a general result from examples, as in the case of inferring grammars from sentences when learning a language. Although empirical evidence suggests that children can learn a language…

计算机科学中的逻辑 · 计算机科学 2019-09-19 Alexandru Baltag , Dazhu Li , Mina Young Pedersen

Message sequence charts (MSCs) naturally arise as executions of communicating finite-state machines (CFMs), in which finite-state processes exchange messages through unbounded FIFO channels. We study the first-order logic of MSCs, featuring…

计算机科学中的逻辑 · 计算机科学 2018-10-22 Benedikt Bollig , Marie Fortin , Paul Gastin

Language models (LMs) are a central component of modern AI systems, and diffusion language models (DLMs) have recently emerged as a competitive alternative. Both paradigms rely on word embeddings not only to represent the input sentence,…

计算与语言 · 计算机科学 2026-05-28 DongNyeong Heo , Taehwan Kim , Heeyoul Choi

A grammar logic refers to an extension to the multi-modal logic K in which the modal axioms are generated from a formal grammar. We consider a proof theory, in nested sequent calculus, of grammar logics with converse, i.e., every modal…

计算机科学中的逻辑 · 计算机科学 2012-04-12 Alwen Tiu , Egor Ianovski , Rajeev Gore

Moving objects to find a fully-occluded target object, known as mechanical search, is a challenging problem in robotics. As objects are often organized semantically, we conjecture that semantic information about object relationships can…

Natural language is an intuitive way for humans to communicate tasks to a robot. While natural language (NL) is ambiguous, real world tasks and their safety requirements need to be communicated unambiguously. Signal Temporal Logic (STL) is…

形式语言与自动机理论 · 计算机科学 2022-07-05 Sara Mohammadinejad , Jesse Thomason , Jyotirmoy V. Deshmukh

First-Order Logic (FOL), also called first-order predicate calculus, is a formal language that provides a framework to comprehensively represent a world and its present state, including all of its entities, attributes, and complex…

信息论 · 计算机科学 2025-11-07 Ahmet Faruk Saz , Siheng Xiong , Faramarz Fekri

LLMs demonstrate performance comparable to human abilities in complex tasks such as mathematical reasoning, but their robustness in mathematical reasoning under minor input perturbations still lacks systematic investigation. Existing…

人工智能 · 计算机科学 2025-11-12 Zhishen Sun , Guang Dai , Haishan Ye