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Hidden Markov Models (HMMs) can be accurately approximated using co-occurrence frequencies of pairs and triples of observations by using a fast spectral method in contrast to the usual slow methods like EM or Gibbs sampling. We provide a…

机器学习 · 统计学 2012-03-29 Dean P. Foster , Jordan Rodu , Lyle H. Ungar

Let $K\subset \mathbb{R}$ be a self-similar set generated by some iterated function system. In this paper we prove, under some assumptions, that $K$ can be identified with a subshift of finite type. With this identification, we can…

动力系统 · 数学 2016-12-13 Kan Jiang , Karma Dajani

We present an approach to support partiality in type-level computation without compromising expressiveness or type safety. Existing frameworks for type-level computation either require totality or implicitly assume it. For example, type…

编程语言 · 计算机科学 2017-06-30 J. Garrett Morris , Richard Eisenberg

We construct an iterative method for factorising small strict n-categories into a unique (up to isomorphism) collection of small 1- categories. Following this we develop the theory to include a large class of $\infty$-categories. We use…

范畴论 · 数学 2014-06-11 Scott Balchin

In [4] we describe a variation of the classical permutation decoding algorithm that can be applied to any binary affine-invariant code; in particular, it can be applied to first-order Reed-Muller codes successfully. In this paper we study…

信息论 · 计算机科学 2025-09-16 José Joaquín Bernal , Juan Jacobo Simón

Take a multiplicative monoid of sequences in which the multiplication is given by Hadamard product. The set of linear combinations of interleaving monoid elements then yields a ring. For hypergeometric sequences, the resulting ring is a…

符号计算 · 计算机科学 2024-10-16 Bertrand Teguia Tabuguia

We present a novel approach to solving the floorplanning problem by leveraging fine-tuned Large Language Models (LLMs). Inspired by subitizing--the human ability to instantly and accurately count small numbers of items at a glance--we…

硬件体系结构 · 计算机科学 2025-04-17 Shao-Chien Lu , Chen-Chen Yeh , Hui-Lin Cho , Yu-Cheng Lin , Rung-Bin Lin

We introduce a high-level language with Python-like syntax for string-to-string, polyregular, first-order definable transductions. This language features function calls, boolean variables, and nested for-loops. We devise and implement a…

形式语言与自动机理论 · 计算机科学 2025-05-16 Aliaume Lopez , Rafał Stefański

Hidden Markov Models, HMM's, are mathematical models of Markov processes with state that is hidden, but from which information can leak. They are typically represented as 3-way joint-probability distributions. We use HMM's as denotations of…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Annabelle McIver , Carroll Morgan , Tahiry Rabehaja

Understanding the internal representations of large language models (LLMs) can help explain models' behavior and verify their alignment with human values. Given the capabilities of LLMs in generating human-understandable text, we propose…

计算与语言 · 计算机科学 2024-06-10 Asma Ghandeharioun , Avi Caciularu , Adam Pearce , Lucas Dixon , Mor Geva

We describe the translation of the Suggested Upper Merged Ontology (SUMO) to Typed First-order Form (TFF) with level 0 polymorphism. Building on our prior work to create a TPTP FOF translation of SUMO for use in the E and Vampire theorem…

人工智能 · 计算机科学 2023-03-09 Adam Pease

When scripts in untyped languages grow into large programs, maintaining them becomes difficult. A lack of explicit type annotations in typical scripting languages forces programmers to must (re)discover critical pieces of design information…

编程语言 · 计算机科学 2011-06-15 Sam Tobin-Hochstadt , Matthias Felleisen

We describe a type system for the linear-algebraic lambda-calculus. The type system accounts for the part of the language emulating linear operators and vectors, i.e. it is able to statically describe the linear combinations of terms…

计算机科学中的逻辑 · 计算机科学 2012-08-01 Pablo Arrighi , Alejandro Díaz-Caro , Benoît Valiron

We discuss hidden symmetries of three-dimensional field configurations revealed at the one-particle level by the use of pseudoclassical particle models. We argue that at the quantum field theory level, these can be naturally explained in…

高能物理 - 理论 · 物理学 2015-06-26 Khazret S. Nirov

Hierarchical modeling provides a framework for modeling the complex interactions typical of problems in applied statistics. By capturing these relationships, however, hierarchical models also introduce distinctive pathologies that quickly…

统计方法学 · 统计学 2013-12-04 M. J. Betancourt , Mark Girolami

In the theory of programming languages, type inference is the process of inferring the type of an expression automatically, often making use of information from the context in which the expression appears. Such mechanisms turn out to be…

计算机科学中的逻辑 · 计算机科学 2012-05-10 Jeremy Avigad

Most pretrained language models rely on subword tokenization, which processes text as a sequence of subword tokens. However, different granularities of text, such as characters, subwords, and words, can contain different kinds of…

计算与语言 · 计算机科学 2024-04-09 Yilin Wang , Xinyi Hu , Matthew R. Gormley

Detecting butterfly hybrids requires knowledge of the parent subspecies, and the process can be tedious when encountering a new subspecies. This study focuses on a specific scenario where a model trained to recognize hybrid species A can…

计算工程、金融与科学 · 计算机科学 2025-04-03 Bo-Kai Ruan , Yi-Zeng Fang , Hong-Han Shuai , Juinn-Dar Huang

Detecting hallucinations in large language models (LLMs) remains a fundamental challenge for their trustworthy deployment. Going beyond basic uncertainty-driven hallucination detection frameworks, we propose a simple yet powerful method…

人工智能 · 计算机科学 2025-10-10 Rui Wang , Zeming Wei , Guanzhang Yue , Meng Sun

Large language models (LLMs) frequently generate hallucinations-content that deviates from factual accuracy or provided context-posing challenges for diagnosis due to the complex interplay of underlying causes. This paper introduces a…

计算与语言 · 计算机科学 2025-04-18 Yiyou Sun , Yu Gai , Lijie Chen , Abhilasha Ravichander , Yejin Choi , Dawn Song