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We study the problem of learning differentiable functions expressed as programs in a domain-specific language. Such programmatic models can offer benefits such as composability and interpretability; however, learning them requires…

机器学习 · 计算机科学 2021-03-30 Ameesh Shah , Eric Zhan , Jennifer J. Sun , Abhinav Verma , Yisong Yue , Swarat Chaudhuri

Epistemic logic programs (ELPs) are a popular generalization of standard Answer Set Programming (ASP) providing means for reasoning over answer sets within the language. This richer formalism comes at the price of higher computational…

计算复杂性 · 计算机科学 2020-01-14 Markus Hecher , Michael Morak , Stefan Woltran

This paper is concerned with rule-based programs that go wrong. The unwanted behavior of rule applications is non-termination or failure of a computation. We propose a static program analysis of the non-termination problem for recursion in…

编程语言 · 计算机科学 2017-01-11 Thom Fruehwirth

Testing algorithms across a wide range of problem instances is crucial to ensure the validity of any claim about one algorithm's superiority over another. However, when it comes to inference algorithms for probabilistic logic programs,…

计算机科学中的逻辑 · 计算机科学 2020-09-14 Paulius Dilkas , Vaishak Belle

Relative correctness is the property of a program to be more-correct than another with respect to a given specification. Whereas the traditional definition of (absolute) correctness divides candidate program into two classes (correct, and…

软件工程 · 计算机科学 2016-06-03 Nafi Diallo , Wided Ghardallou , Ali Mili

Type-and-effect systems help the programmer to organize data and computational effects in a program. While for traditional type systems expressive variants with sophisticated inference algorithms have been developed and widely used in…

编程语言 · 计算机科学 2025-10-24 Patrycja Balik , Szymon Jędras , Piotr Polesiuk

We study the model-checking problem for recursion schemes: does the tree generated by a given higher-order recursion scheme satisfy a given logical sentence. The problem is known to be decidable for sentences of the MSO logic. We prove…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Paweł Parys

In real-time systems, in addition to the functional correctness recurrent tasks must fulfill timing constraints to ensure the correct behavior of the system. Partitioned scheduling is widely used in real-time systems, i.e., the tasks are…

数据结构与算法 · 计算机科学 2018-09-13 Jian-Jia Chen , Nikhil Bansal , Samarjit Chakraborty , Georg von der Brüggen

Motivated by the inapproximability of reconfiguration problems, we present a new PCP-type characterization of PSPACE, which we call a probabilistically checkable reconfiguration proof (PCRP): Any PSPACE computation can be encoded into an…

计算复杂性 · 计算机科学 2025-01-08 Shuichi Hirahara , Naoto Ohsaka

In most constraint programming systems, a limited number of search engines is offered while the programming of user-customized search algorithms requires low-level efforts, which complicates the deployment of such algorithms. To alleviate…

编程语言 · 计算机科学 2016-02-05 Yong Lin , Martin Henz

With the development of machine learning and Big Data, the concepts of linear and non-linear optimization techniques are becoming increasingly valuable for many quantitative disciplines. Problems of that nature are typically solved using…

分布式、并行与集群计算 · 计算机科学 2023-06-21 Wiktor Maj

We consider the task of interactive communication in the presence of adversarial errors and present tight bounds on the tolerable error-rates in a number of different settings. Most significantly, we explore adaptive interactive…

数据结构与算法 · 计算机科学 2022-08-09 Mohsen Ghaffari , Bernhard Haeupler , Madhu Sudan

Recent advancements in reasoning-focused language models such as OpenAI's O1 and DeepSeek-R1 have shown that scaling test-time computation-through chain-of-thought reasoning and iterative exploration-can yield substantial improvements on…

Algorithms for learning decision trees often include heuristic local-search operations such as (1) adjusting the threshold of a cut or (2) also exchanging the feature of that cut. We study minimizing the number of classification errors by…

机器学习 · 计算机科学 2025-10-15 Juha Harviainen , Frank Sommer , Manuel Sorge

We consider probabilistic automata on infinite words with acceptance defined by parity conditions. We consider three qualitative decision problems: (i) the positive decision problem asks whether there is a word that is accepted with…

形式语言与自动机理论 · 计算机科学 2011-07-12 Krishnendu Chatterjee , Mathieu Tracol

Decision trees are popular machine learning models that are simple to build and easy to interpret. Even though algorithms to learn decision trees date back to almost 50 years, key properties affecting their generalization error are still…

机器学习 · 计算机科学 2020-10-16 Jean-Samuel Leboeuf , Frédéric LeBlanc , Mario Marchand

Consider an algorithm computing in a differential field with several commuting derivations such that the only operations it performs with the elements of the field are arithmetic operations, differentiation, and zero testing. We show that,…

交换代数 · 数学 2021-08-31 Wei Li , Alexey Ovchinnikov , Gleb Pogudin , Thomas Scanlon

A language is dense if the set of all infixes (or subwords) of the language is the set of all words. Here, it is shown that it is decidable whether the language accepted by a nondeterministic Turing machine with a one-way read-only input…

形式语言与自动机理论 · 计算机科学 2019-03-08 Oscar H. Ibarra , Ian McQuillan

The deployment of intelligent reinforcement learning (RL) agents on resource-constrained edge devices remains a fundamental challenge due to the substantial memory, computational, and energy requirements of modern deep learning systems.…

The aim of the Alma project is the design of a strongly typed constraint programming language that combines the advantages of logic and imperative programming. The first stage of the project was the design and implementation of Alma-0, a…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Krzysztof R. Apt , Andrea Schaerf
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