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Invertible neural networks based on coupling flows (CF-INNs) have various machine learning applications such as image synthesis and representation learning. However, their desirable characteristics such as analytic invertibility come at the…

机器学习 · 计算机科学 2020-11-05 Takeshi Teshima , Isao Ishikawa , Koichi Tojo , Kenta Oono , Masahiro Ikeda , Masashi Sugiyama

The domain of explainable AI is of interest in all Machine Learning fields, and it is all the more important in clustering, an unsupervised task whose result must be validated by a domain expert. We aim at finding a clustering that has high…

人工智能 · 计算机科学 2024-03-28 Mathieu Guilbert , Christel Vrain , Thi-Bich-Hanh Dao

Representation learning is a central challenge across a range of machine learning areas. In reinforcement learning, effective and functional representations have the potential to tremendously accelerate learning progress and solve more…

机器学习 · 计算机科学 2019-01-30 Dibya Ghosh , Abhishek Gupta , Sergey Levine

We comment on recent results in the field of information based complexity, which state (in a number of different settings), that approximation of infinitely differentiable functions is intractable and suffers from the curse of…

数值分析 · 数学 2013-04-04 Jan Vybiral

We define the notion of computability of F{\o}lner sets for finitely generated amenable groups. We prove, by an explicit description, that the Kharlampovich group, a finitely presented solvable group with unsolvable word problem, has…

群论 · 数学 2018-07-04 Matteo Cavaleri

Quantum cloning is a fundamental protocol of quantum information theory. Perfect universal quantum cloning is prohibited by the laws of quantum mechanics, only imperfect copies being reachable. Symmetric quantum cloning is concerned with…

量子物理 · 物理学 2023-06-28 Ion Nechita , Clément Pellegrini , Denis Rochette

We propose a classification of symmetric conservative clones with a finite carrier. For the study, we use the functional Galois connection $(Inv_Q, Pol_Q)$, which is a natural modification of the connection $(Inv, Pol)$ based on the…

逻辑 · 数学 2018-10-09 Nikolay L. Polyakov

We explore various combinatorial problems mostly borrowed from physics, that share the property of being continuously or discretely integrable, a feature that guarantees the existence of conservation laws that often make the problems…

数学物理 · 物理学 2017-11-22 Philippe Di Francesco

Representation theorems relate seemingly complex objects to concrete, more tractable ones. In this paper, we take advantage of the abstraction power of category theory and provide a general representation theorem for a wide class of…

编程语言 · 计算机科学 2015-02-05 Mauro Jaskelioff , Russell O'Connor

We study a family of problems, called \prob{Maximum Solution}, where the objective is to maximise a linear goal function over the feasible integer assignments to a set of variables subject to a set of constraints. When the domain is Boolean…

计算复杂性 · 计算机科学 2011-11-10 Peter Jonsson , Fredrik Kuivinen , Gustav Nordh

We show that generalized spherical harmonics are well suited for representing the space and orientation molecular density in the resolution of the molecular density functional theory. We consider the common system made of a rigid solute of…

化学物理 · 物理学 2017-10-11 Lu Ding , Maximilien Levesque , Daniel Borgis , Luc Belloni

$\mathit{C}$-clones are polymorphism sets of so-called clausal relations, a special type of relations on a finite domain, which first appeared in connection with constraint satisfaction problems in [Creignou et al. 2008]. We completely…

环与代数 · 数学 2018-12-20 Mike Behrisch , Edith Vargas-García

Developing suitable formal semantics can be of great help in the understanding, design and implementation of a programming language, and act as a guide for software development tools like analyzers or partial evaluators. In this sense, full…

计算机科学中的逻辑 · 计算机科学 2010-02-16 F. J. López-Fraguas , J. Rodríguez-Hortalá

The general Galois theory for functions and relational constraints over arbitrary sets described in the authors' previous paper is refined by imposing algebraic conditions on relations.

组合数学 · 数学 2009-02-10 Miguel Couceiro , Stephan Foldes

We study universal approximation of continuous functionals on compact subsets of products of Hilbert spaces. We prove that any such functional can be uniformly approximated by models that first take finitely many continuous linear…

机器学习 · 计算机科学 2026-02-04 Andrey Krylov , Maksim Penkin

We examine various categorical structures that can and cannot be constructed. We show that total computable functions can be mimicked by constructible functors. More generally, whatever can be done by a Turing machine can be constructed by…

计算复杂性 · 计算机科学 2018-10-01 Noson S. Yanofsky

Turing machines and spin models share a notion of universality according to which some simulate all others. Is there a theory of universality that captures this notion? We set up a categorical framework for universality which includes as…

计算复杂性 · 计算机科学 2024-09-04 Tomáš Gonda , Tobias Reinhart , Sebastian Stengele , Gemma De les Coves

In previous papers on this project a general static logical framework for formalizing and mechanizing set theories of different strength was suggested, and the power of some predicatively acceptable theories in that framework was explored.…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Arnon Avron , Liron Cohen

HMC sets are hereditarily at most countable sets. We rework a substantial part of univariate real analysis in a form in which only HMC real functions are used. In such countable real analysis we carry out Hilbert's proof of transcendence of…

逻辑 · 数学 2025-02-11 Martin Klazar

Posibilistic logic is the most extended approach to handle uncertain and partially inconsistent information. Regarding normal forms, advances in possibilistic reasoning are mostly focused on clausal form. Yet, the encoding of real-world…

人工智能 · 计算机科学 2021-11-16 Gonzalo E. Imaz