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We present an implementation of tree neural networks within the proof assistant HOL4. Their architecture makes them naturally suited for approximating functions whose domain is a set of formulas. We measure the performance of our…

神经与进化计算 · 计算机科学 2020-09-04 Thibault Gauthier

In this paper, we present an algorithm to compute a basis of the space of algebraic modular forms on the maximal order of the definite quaternion algebra of discriminant $2$, and provide a database of such bases. One of our motivations is…

数论 · 数学 2024-06-04 Hiroyuki Ochiai , Satoshi Wakatsuki , Shun'ichi Yokoyama

We survey recent progress in computing with finitely generated linear groups over infinite fields, describing the mathematical background of a methodology applied to design practical algorithms for these groups. Implementations of the…

群论 · 数学 2019-05-09 A. Detinko , D. Flannery

ML4PG is a machine-learning extension that provides statistical proof hints during the process of Coq/SSReflect proof development. In this paper, we use ML4PG to find proof patterns in the CoqEAL library -- a library that was devised to…

计算机科学中的逻辑 · 计算机科学 2013-05-27 Jónathan Heras , Ekaterina Komendantskaya

Finite model finders give users the ability to specify properties of a system in mathematical logic and then automatically find concrete examples, called solutions, that satisfy the properties. These solutions are often viewed as a key…

形式语言与自动机理论 · 计算机科学 2023-05-30 Allison Sullivan

Computing a basis for the exponent lattice of algebraic numbers is a basic problem in the field of computational number theory with applications to many other areas. The main cost of a well-known algorithm…

符号计算 · 计算机科学 2019-12-17 Tao Zheng

Cylindrical algebraic decomposition (CAD) is an important tool for the investigation of semi-algebraic sets, with applications within algebraic geometry and beyond. We recently reported on a new implementation of CAD in Maple which…

符号计算 · 计算机科学 2013-06-14 Matthew England

We introduce a convex optimization modeling framework that transforms a convex optimization problem expressed in a form natural and convenient for the user into an equivalent cone program in a way that preserves fast linear transforms in…

最优化与控制 · 数学 2015-11-05 Steven Diamond , Stephen Boyd

We show that time complexity analysis of higher-order functional programs can be effectively reduced to an arguably simpler (although computationally equivalent) verification problem, namely checking first-order inequalities for validity.…

计算机科学中的逻辑 · 计算机科学 2012-10-26 Ugo Dal Lago , Barbara Petit

Finding the most probable (MAP) model in SRL frameworks such as Markov logic and Problog can, in principle, be solved by encoding the problem as a `grounded-out' mixed integer program (MIP). However, useful first-order structure disappears…

人工智能 · 计算机科学 2015-07-14 James Cussens

Mapping complex metadata structures is crucial in a number of domains such as data integration, ontology alignment or model management. To speed up that process automatic matching systems were developed to compute mapping suggestions that…

数据库 · 计算机科学 2011-08-10 Eric Peukert , Julian Eberius , Erhard Rahm

We develop several efficient algorithms for the classical \emph{Matrix Scaling} problem, which is used in many diverse areas, from preconditioning linear systems to approximation of the permanent. On an input $n\times n$ matrix $A$, this…

数据结构与算法 · 计算机科学 2017-04-10 Zeyuan Allen-Zhu , Yuanzhi Li , Rafael Oliveira , Avi Wigderson

Calibration of expensive computer models with high-dimensional output fields can be approached via history matching. If the entire output field is matched, with patterns or correlations between locations or time points represented,…

统计方法学 · 统计学 2022-10-03 James M Salter , Daniel B Williamson

We propose a novel logic, called Frame Logic (FL), that extends first-order logic (with recursive definitions) using a construct Sp(.) that captures the implicit supports of formulas -- the precise subset of the universe upon which their…

计算机科学中的逻辑 · 计算机科学 2022-09-27 Adithya Murali , Lucas Peña , Christof Löding , P. Madhusudan

The Interior-Point Methods are a class for solving linear programming problems that rely upon the solution of linear systems. At each iteration, it becomes important to determine how to solve these linear systems when the constraint matrix…

最优化与控制 · 数学 2024-04-18 Catalina J. Villalba , Aurelio R. L. Oliveira

We present an automated reasoning framework for synthesizing recursion-free programs using saturation-based theorem proving. Given a functional specification encoded as a first-order logical formula, we use a first-order theorem prover to…

计算机科学中的逻辑 · 计算机科学 2024-03-01 Petra Hozzová , Laura Kovács , Chase Norman , Andrei Voronkov

Comparing and aligning large datasets is a pervasive problem occurring across many different knowledge domains. We introduce and study MREC, a recursive decomposition algorithm for computing matchings between data sets. The basic idea is to…

This paper is devoted to the construction of order reduced method of fourth order problems. A framework is presented such that a problem on a high-regularity space can be deduced in a constructive way to an equivalent problem on three…

数值分析 · 数学 2016-11-02 Shuo Zhang

Disjunctive finitary programs are a class of logic programs admitting function symbols and hence infinite domains. They have very good computational properties, for example ground queries are decidable while in the general case the stable…

人工智能 · 计算机科学 2009-05-25 Sabrina Baselice , Piero A. Bonatti , Giovanni Criscuolo

Similarity search in math is to find mathematical expressions that are similar to a user's query. We conceptualized the similarity factors between mathematical expressions, and proposed an approach to math similarity search (MSS) by…

信息检索 · 计算机科学 2015-06-01 Qun Zhang , Abdou Youssef