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Recent work on dissimilarity-based hierarchical clustering has led to the introduction of global objective functions for this classical problem. Several standard approaches, such as average linkage, as well as some new heuristics have been…

机器学习 · 计算机科学 2022-08-01 Sebastien Roch

We introduce an extension of the propositional calculus to include abstracts of predicates and quantifiers, employing a single rule along with a novel comprehension schema and a principle of extensionality, which are substituted for the…

逻辑 · 数学 2010-03-23 Lucius T. Schoenbaum

We resolve the strong Elementary Equivalence versus Isomorphism Problem for finitely generated fields. That is, we show that for every field in this class there is a first-order sentence which characterizes this field within the class up to…

逻辑 · 数学 2023-11-02 Philip Dittmann , Florian Pop

This paper is devoted to the extraction of entities and semantic relations between them from scientific texts, where we consider scientific terms as entities. In this paper, we present a dataset that includes annotations for two tasks and…

计算与语言 · 计算机科学 2022-09-30 Elena Bruches , Olga Tikhobaeva , Yana Dementyeva , Tatiana Batura

Generalized structural equations models (GSEMs) [Peters and Halpern 2021], are, as the name suggests, a generalization of structural equations models (SEMs). They can deal with (among other things) infinitely many variables with infinite…

人工智能 · 计算机科学 2021-12-22 Joseph Y. Halpern , Spencer Peters

Despite the fact that Second Order Similarity (SOS) has been used with significant success in tasks such as graph matching and clustering, it has not been exploited for learning local descriptors. In this work, we explore the potential of…

计算机视觉与模式识别 · 计算机科学 2019-12-18 Yurun Tian , Xin Yu , Bin Fan , Fuchao Wu , Huub Heijnen , Vassileios Balntas

In the era of MOOCs, online exams are taken by millions of candidates, where scoring short answers is an integral part. It becomes intractable to evaluate them by human graders. Thus, a generic automated system capable of grading these…

This paper describes a new efficient conjugate subgradient algorithm which minimizes a convex function containing a least squares fidelity term and an absolute value regularization term. This method is successfully applied to the inversion…

数据分析、统计与概率 · 物理学 2015-06-30 Alessandro Mirone , Pierre Paleo

We present an approach to automatically synthesize synchronized models from lightweight formal specifications. Our approach takes as input a specification of a distributed system along with a global linear time constraint, which must be…

软件工程 · 计算机科学 2025-02-20 Pablo F. Castro , Luciano Putruele , Renzo Degiovanni , Nazareno Aguirre

Gaussian process hyperparameter optimization requires linear solves with, and log-determinants of, large kernel matrices. Iterative numerical techniques are becoming popular to scale to larger datasets, relying on the conjugate gradient…

机器学习 · 计算机科学 2022-06-22 Jonathan Wenger , Geoff Pleiss , Philipp Hennig , John P. Cunningham , Jacob R. Gardner

In this paper, we consider the composite optimization problem, where the objective function integrates a continuously differentiable loss function with a nonsmooth regularization term. Moreover, only the function values for the…

最优化与控制 · 数学 2024-01-09 Shanglin Liu , Lei Wang , Nachuan Xiao , Xin Liu

In this paper, we give an axiomatization of the ordinal number system, in the style of Dedekind's axiomatization of the natural number system. The latter is based on a structure $(N,0,s)$ consisting of a set $N$, a distinguished element…

逻辑 · 数学 2020-09-01 Zurab Janelidze , Ineke van der Berg

In applications with significant class imbalance or asymmetric costs, metrics such as the $F_\beta$-measure, AM measure, Jaccard similarity coefficient, and weighted accuracy offer more suitable evaluation criteria than standard binary…

机器学习 · 计算机科学 2025-12-30 Anqi Mao , Mehryar Mohri , Yutao Zhong

Generating meaningful assert statements is one of the key challenges in automated test case generation, which requires understanding the intended functionality of the tested code. Recently, deep learning-based models have shown promise in…

软件工程 · 计算机科学 2024-01-22 Yuwei Zhang , Zhi Jin , Zejun Wang , Ying Xing , Ge Li

A new notion of typicality for arbitrary probability measures on standard Borel spaces is proposed, which encompasses the classical notions of weak and strong typicality as special cases. Useful lemmas about strong typical sets, including…

信息论 · 计算机科学 2016-11-17 Junekey Jeon

We present the formalization of a theory of syntax with bindings that has been developed and refined over the last decade to support several large formalization efforts. Terms are defined for an arbitrary number of constructors of varying…

计算机科学中的逻辑 · 计算机科学 2017-07-04 Lorenzo Gheri , Andrei Popescu

We study the task of automatically expanding WordNet-style lexical resources to new languages through sense generation. We generate senses by associating target-language lemmas with existing lexical concepts via semantic projection. Given a…

计算与语言 · 计算机科学 2026-04-17 David Basil , Chirooth Girigowda , Bradley Hauer , Sahir Momin , Ning Shi , Grzegorz Kondrak

We present a bounded equivalence verification technique for higher-order programs with local state. This technique combines fully abstract symbolic environmental bisimulations similar to symbolic game semantics, novel up-to techniques, and…

编程语言 · 计算机科学 2021-10-25 Vasileios Koutavas , Yu-Yang Lin , Nikos Tzevelekos

We generalize several propositional preprocessing techniques to higher-order logic, building on existing first-order generalizations. These techniques eliminate literals, clauses, or predicate symbols from the problem, with the aim of…

计算机科学中的逻辑 · 计算机科学 2024-02-14 Jasmin Blanchette , Petar Vukmirović

We show that the equational theory of the structure $\langle \omega^{\omega}: (x,y)\mapsto x+y, x\mapsto \omega x \rangle $ is finitely axiomatizable and give a simple axiom schema when the domain is the set of transfinite ordinals. We give…

逻辑 · 数学 2025-07-09 Christian Choffrut
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