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Linear logic was conceived in 1987 by Girard and, in contrast to classical logic, restricts the usage of the structural inference rules of weakening and contraction. With this, atoms of the logic are no longer interpreted as truth, but as…

计算机科学中的逻辑 · 计算机科学 2021-10-04 Florian Chudigiewitsch

Deep learning models suffer from the problem of semantic discontinuity: small perturbations in the input space tend to cause semantic-level interference to the model output. We argue that the semantic discontinuity results from these…

机器学习 · 计算机科学 2024-06-18 Shangxi Wu , Dongyuan Lu , Xian Zhao , Lizhang Chen , Jitao Sang

One of the most attractive features of untyped languages is the flexibility in term creation and manipulation. However, with such power comes the responsibility of ensuring the correctness of these operations. A solution is adding run-time…

编程语言 · 计算机科学 2017-10-17 Nataliia Stulova , José F. Morales , Manuel V. Hermenegildo

Large Language Models (LLMs) exhibit impressive reasoning abilities, yet their reliance on structured step-by-step processing reveals a critical limitation. In contrast, human cognition fluidly adapts between intuitive, heuristic (System 1)…

Lin and Zhaos theorem on loop formulas states that in the propositional case the stable model semantics of a logic program can be completely characterized by propositional loop formulas, but this result does not fully carry over to the…

计算机科学中的逻辑 · 计算机科学 2014-01-17 Joohyung Lee , Yunsong Meng

Programming language modeling has attracted extensive attention in recent years, and it plays an essential role in program processing fields. Statistical language models, which are initially designed for natural languages, have been…

软件工程 · 计算机科学 2020-02-12 Fang Liu , Lu Zhang , Zhi Jin

Predictive models are fundamental to engineering reliable software systems. However, designing conservative, computable approximations for the behavior of programs (static analyses) remains a difficult and error-prone process for modern…

编程语言 · 计算机科学 2011-05-10 David Van Horn , Matthew Might

The syntactic nature of logic and computation separates them from other fields of mathematics. Nevertheless, syntax has been the only way to adequately capture the dynamics of proofs and programs such as cut-elimination, and the finiteness…

逻辑 · 数学 2023-06-14 Norihiro Yamada

This paper presents a non-manual design engineering method based on heuristic search algorithm to search for candidate agents in the solution space which formed by artificial intelligence agents modeled on the base of bionics.Compared with…

人工智能 · 计算机科学 2018-07-30 Zengkun Li

We present realizability and realization logic, two program logics that jointly address the problem of finding solutions in semantics-guided synthesis. What is new is that we proceed eagerly and not only analyze a single candidate program…

计算机科学中的逻辑 · 计算机科学 2024-03-12 Roland Meyer , Jakob Tepe , Sebastian Wolff

Probabilistic programming is a growing area that strives to make statistical analysis more accessible, by separating probabilistic modelling from probabilistic inference. In practice this decoupling is difficult. No single inference…

编程语言 · 计算机科学 2022-04-15 Maria I. Gorinova

The predominant challenge in weakly supervised semantic parsing is that of spurious programs that evaluate to correct answers for the wrong reasons. Prior work uses elaborate search strategies to mitigate the prevalence of spurious…

计算与语言 · 计算机科学 2021-07-14 Nitish Gupta , Sameer Singh , Matt Gardner

A fundamental question in systems biology is the construction and training to data of mathematical models. Logic formalisms have become very popular to model signaling networks because their simplicity allows us to model large systems…

An important factor in the practical implementation of optimization models is the acceptance by the intended users. This is influenced among other factors by the interpretability of the solution process. Decision rules that meet this…

机器学习 · 计算机科学 2024-12-03 Marc Goerigk , Michael Hartisch , Sebastian Merten

Answer-set programming (ASP) paradigm is a way of using logic to solve search problems. Given a search problem, to solve it one designs a theory in the logic so that models of this theory represent problem solutions. To compute a solution…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Deborah East , Miroslaw Truszczynski

For optimization models to be used in practice, it is crucial that users trust the results. A key factor in this aspect is the interpretability of the solution process. A previous framework for inherently interpretable optimization models…

最优化与控制 · 数学 2026-02-13 Marc Goerigk , Michael Hartisch , Sebastian Merten , Kartikey Sharma

Verifying fine-grained optimistic concurrent programs remains an open problem. Modern program logics provide abstraction mechanisms and compositional reasoning principles to deal with the inherent complexity. However, their use is mostly…

编程语言 · 计算机科学 2022-11-14 Roland Meyer , Thomas Wies , Sebastian Wolff

Answer Set Programming (ASP) is a well-established formalism for logic programming. Problem solving in ASP requires to write an ASP program whose answers sets correspond to solutions. Albeit the non-existence of answer sets for some ASP…

计算机科学中的逻辑 · 计算机科学 2020-02-19 Giovanni Amendola , Carmine Dodaro , Francesco Ricca

Answer set programming (ASP) is an efficient problem-solving approach, which has been strongly supported both scientifically and technologically by several solvers, ongoing active research, and implementations in many different fields.…

人工智能 · 计算机科学 2021-09-20 Ezgi Iraz Su

Equilibrium logic is an approach to nonmonotonic reasoning that extends the stable-model and answer-set semantics for logic programs. In particular, it includes the general case of nested logic programs, where arbitrary Boolean combinations…

计算机科学中的逻辑 · 计算机科学 2009-12-30 David Pearce , Hans Tompits , Stefan Woltran