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We develop a criterion to certify whether causal effects are identifiable in linear structural equation models with latent variables. Linear structural equation models correspond to directed graphs whose nodes represent the random variables…

统计理论 · 数学 2025-07-25 Nils Sturma , Mathias Drton

This paper discusses system consequence, a central idea in the project to lift the theory of information flow to the abstract level of universal logic and the theory of institutions. The theory of information flow is a theory of distributed…

计算机科学中的逻辑 · 计算机科学 2018-10-09 Robert E. Kent

We study countable embedding-universal and homomorphism-universal structures and unify results related to both of these notions. We show that many universal and ultrahomogeneous structures allow a concise description (called here a finite…

组合数学 · 数学 2010-09-06 Jan Hubicka

A framework is a graph and a map from its vertices to E^d (for some d). A framework is universally rigid if any framework in any dimension with the same graph and edge lengths is a Euclidean image of it. We show that a generic universally…

度量几何 · 数学 2014-06-17 Steven J. Gortler , Dylan P. Thurston

This paper extends the class of ordinal regression models with a structured interpretation of the problem by applying a novel treatment of encoded labels. The net effect of this is to transform the underlying problem from an ordinal…

机器学习 · 计算机科学 2019-06-03 Niall Twomey , Rafael Poyiadzi , Callum Mann , Raúl Santos-Rodríguez

The semantic paradoxes are associated with self-reference or referential circularity. However, there are infinitary versions of the paradoxes, such as Yablo's paradox, that do not involve this form of circularity. It remains an open…

组合数学 · 数学 2021-04-13 Brian Rabern , Landon Rabern

We use representation theory to construct spaces of matrices of constant rank. These spaces are parametrized by the natural representation of the general linear group or the symplectic group. We present variants of this idea, with more…

代数几何 · 数学 2022-12-09 J. M. Landsberg , L. Manivel

We classify the reflexive modules of rank one over rational and minimally elliptic singularities. Equivalently, we classify full line bundles on the resolutions of rational and minimally elliptic singularities. As an application, we…

代数几何 · 数学 2023-05-11 András Némethi , Agustín Romano-Velázquez

In this work, we characterize matrices of linear forms and constant rank, demonstrating that, under some natural assumptions, they are always associated with a syzygy bundle that fits into a (partially linear) resolution. Furthermore, this…

代数几何 · 数学 2025-09-16 Simone Marchesi , Rosa Maria Miró-Roig

We look at spaces of infinite-by-infinite matrices, and consider closed subsets that are stable under simultaneous row and column operations. We prove that up to symmetry, any of these closed subsets is defined by finitely many equations.

代数几何 · 数学 2016-02-26 Rob Eggermont

This paper deals with the problem of identifying direct causal effects in recursive linear structural equation models. The paper establishes a sufficient criterion for identifying individual causal effects and provides a procedure computing…

统计方法学 · 统计学 2012-06-26 Jin Tian

Transductions are binary relations of finite words. For rational transductions, i.e., transductions defined by finite transducers, the inclusion, equivalence and sequential uniformisation problems are known to be undecidable. In this paper,…

形式语言与自动机理论 · 计算机科学 2016-03-01 Emmanuel Filiot , Ismaël Jecker , Christof Löding , Sarah Winter

Intercausal reasoning is a common inference pattern involving probabilistic dependence of causes of an observed common effect. The sign of this dependence is captured by a qualitative property called product synergy. The current definition…

人工智能 · 计算机科学 2013-03-08 Marek J. Druzdzel , Max Henrion

State-of-the-art contextual embeddings are obtained from large language models available only for a few languages. For others, we need to learn representations using a multilingual model. There is an ongoing debate on whether multilingual…

计算与语言 · 计算机科学 2021-09-13 Tomasz Limisiewicz , David Mareček

In this paper, we introduce a new geometric description of the manifolds of matrices of fixed rank. The starting point is a geometric description of the Grassmann manifold $\mathbb{G}_r(\mathbb{R}^k)$ of linear subspaces of dimension $r<k$…

微分几何 · 数学 2022-03-25 Marie Billaud-Friess , Antonio Falco , Anthony Nouy

Causal inference, a critical tool for informing business decisions, traditionally relies heavily on structured data. However, in many real-world scenarios, such data can be incomplete or unavailable. This paper presents a framework that…

机器学习 · 计算机科学 2026-02-17 Boning Zhou , Ziyu Wang , Han Hong , Haoqi Hu

We continue the development of the study of the equisingularity of isolated singularities, in the determinantal case. This version of the paper includes a substantial amount of new material (76% larger). The new material introduces the idea…

复变函数 · 数学 2016-01-05 Terence Gaffney , Antoni Rangachev

We give an analysis and generalizations of some long-established constructive completeness results in terms of categorical logic and pre-sheaf and sheaf semantics. The purpose is in no small part conceptual and organizational: from a few…

逻辑 · 数学 2017-09-19 Henrik Forssell , Christian Espíndola

One of the major open problems in automata and logic is the following: is there an algorithm which inputs a regular tree language and decides if the language can be defined in first-order logic? The goal of this paper is to present this…

形式语言与自动机理论 · 计算机科学 2017-03-16 Mikołaj Bojańczyk , Henryk Michalewski

Classical causal and statistical inference methods typically assume the observed data consists of independent realizations. However, in many applications this assumption is inappropriate due to a network of dependences between units in the…

机器学习 · 计算机科学 2019-07-02 Rohit Bhattacharya , Daniel Malinsky , Ilya Shpitser