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I propose a system for Automated Theorem Proving in higher order logic using deep learning and eschewing hand-constructed features. Holophrasm exploits the formalism of the Metamath language and explores partial proof trees using a…

人工智能 · 计算机科学 2016-08-11 Daniel Whalen

Handling various objects with different colors is a significant challenge for image colorization techniques. Thus, for complex real-world scenes, the existing image colorization algorithms often fail to maintain color consistency. In this…

计算机视觉与模式识别 · 计算机科学 2023-04-26 Subhankar Ghosh , Saumik Bhattacharya , Prasun Roy , Umapada Pal , Michael Blumenstein

We present a unification problem based on first-order syntactic unification which ask whether every problem in a schematically-defined sequence of unification problems is unifiable, so called loop unification. Alternatively, our problem may…

计算机科学中的逻辑 · 计算机科学 2023-01-12 David M. Cerna

Feature attributions are post-training analysis methods that assess how various input features of a machine learning model contribute to an output prediction. Their interpretation is straightforward when features act independently, but it…

机器学习 · 计算机科学 2026-01-29 Kurt Butler , Guanchao Feng , Petar Djuric

We developed a procedure to enumerate complete sets of higher-order unifiers based on work by Jensen and Pietrzykowski. Our procedure removes many redundant unifiers by carefully restricting the search space and tightly integrating decision…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Petar Vukmirović , Alexander Bentkamp , Visa Nummelin

Thanks to its graphical notation and simplicity, Unified Modeling Language (UML) is a de facto standard and a widespread language used in both industry and academia, despite the fact that its semantics is still informal. The Interaction…

软件工程 · 计算机科学 2014-01-23 Aymen Louati , Chadlia Jerad , Kamel Barkaoui

In this article we tackle the combinatorics of coloured hard-dimer objects. This is achieved by identifying coloured hard-dimer configurations with a certain class of rooted trees that allow for an algebraic treatment in terms of…

数学物理 · 物理学 2010-12-07 Maria Simonetta Bernabei , Horst Thaler

Matching logic is a logical framework for specifying and reasoning about programs using pattern matching semantics. A pattern is made up of a number of structural components and constraints. Structural components are syntactically matched,…

计算机科学中的逻辑 · 计算机科学 2024-11-01 Ádám Kurucz , Péter Bereczky , Dániel Horpácsi

Recent progress in some selected areas of grand unification and physics beyond the standard model is reviewed. Topics include gauge coupling unification, SU(5), SO(10), symmetry breaking mechanisms, finite field theory: SU(3)^3, leptonic…

高能物理 - 唯象学 · 物理学 2007-05-23 Ernest Ma

This paper discusses the method of formative rules for first-order term rewriting, which was previously defined for a higher-order setting. Dual to the well-known usable rules, formative rules allow dropping some of the term constraints…

计算机科学中的逻辑 · 计算机科学 2014-05-01 Carsten Fuhs , Cynthia Kop

First-order iterative optimization methods play a fundamental role in large scale optimization and machine learning. This paper presents control interpretations for such optimization methods. First, we give loop-shaping interpretations for…

系统与控制 · 计算机科学 2017-03-07 Bin Hu , Laurent Lessard

Optimal Transport has recently gained interest in machine learning for applications ranging from domain adaptation, sentence similarities to deep learning. Yet, its ability to capture frequently occurring structure beyond the "ground…

机器学习 · 统计学 2017-12-19 David Alvarez-Melis , Tommi S. Jaakkola , Stefanie Jegelka

This work presents a formalization of the theorem of existence of most general unifiers in first-order signatures in the higher-order proof assistant PVS. The distinguishing feature of this formalization is that it remains close to the…

计算机科学中的逻辑 · 计算机科学 2012-03-29 Andréia B Avelar , André L Galdino , Flávio LC de Moura , Mauricio Ayala-Rincón

We study algorithmic complexity and expressive power of fusion grammars, a novel formalism introduced in [Kreowski, Kuske, and Lye 2017], which extends hyperedge replacement grammars. In the first part of the work, we prove that the…

形式语言与自动机理论 · 计算机科学 2025-03-25 Tikhon Pshenitsyn

Motivated by an ongoing project on computer aided derivation of asymptotic models governed by partial differential equations, we introduce a class of term transformations that consists of traversal strategies and insertion of contexts. We…

计算机科学中的逻辑 · 计算机科学 2021-12-15 Walid Belkhir , Nicolas Ratier , Duy Duc Nguyen , Michel Lenczner

Primitive Optimality Theory (OTP) (Eisner, 1997a; Albro, 1998), a computational model of Optimality Theory (Prince and Smolensky, 1993), employs a finite state machine to represent the set of active candidates at each stage of an Optimality…

计算与语言 · 计算机科学 2007-05-23 Daniel Albro

A sound and complete algorithm for nominal unification of higher-order expressions with a recursive let is described, and shown to run in nondeterministic polynomial time. We also explore specializations like nominal letrec-matching for…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Manfred Schmidt-Schauß , Temur Kutsia , Jordi Levy , Mateu Villaret , Yunus Kutz

We introduce bud generating systems, which are used for combinatorial generation. They specify sets of various kinds of combinatorial objects, called languages. They can emulate context-free grammars, regular tree grammars, and synchronous…

组合数学 · 数学 2019-03-12 Samuele Giraudo

In this article we are introducing combinatorial spectra of graphs, this is a generalization of $H$-Hamiltonian spectra. The main motivation was to made from $H$-Hamiltonian spectra an operation and develop some algebra in this field. An…

组合数学 · 数学 2023-11-21 Martin Dzúrik

A system is described that uses a mixed-level knowledge representation based on standard Horn Clause Logic to represent (part of) the meaning of natural language documents. A variable-depth search strategy is outlined that distinguishes…

计算与语言 · 计算机科学 2007-05-23 Michael Hess