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Modern large language models (LLMs) excel at tasks that require storing and retrieving knowledge, such as factual recall and question answering. Transformers are central to this capability because they can encode information during training…

机器学习 · 统计学 2026-03-18 Nuri Mert Vural , Alberto Bietti , Mahdi Soltanolkotabi , Denny Wu

Background: Single-Subject Design is used in several areas such as education and biomedicine. However, no suited formal vocabulary exists for annotating the detailed configuration and the results of this type of research studies with the…

人工智能 · 计算机科学 2024-01-29 Idoia Berges , Jesús Bermúdez , Arantza Illarramendi

The string-net model describes a vast family of topological orders in two spatial dimensions. Here, we consider the effect of thermal fluctuations on these topological phases. In the original string-net model, the description of charge…

介观与纳米尺度物理 · 物理学 2025-06-05 André O. Soares , Anna Ritz-Zwilling , Jean-Noël Fuchs

Pseudo-Boolean constraints, also known as 0-1 Integer Linear Constraints, are used to model many real-world problems. A common approach to solve these constraints is to encode them into a SAT formula. The runtime of the SAT solver on such…

计算机科学中的逻辑 · 计算机科学 2020-02-21 Saurabh Joshi , Ruben Martins , Vasco Manquinho

Neural networks have emerged as powerful tools across various applications, yet their decision-making process often remains opaque, leading to them being perceived as "black boxes." This opacity raises concerns about their interpretability…

机器学习 · 计算机科学 2024-11-28 Pirzada Suhail , Hao Tang , Amit Sethi

Deep Operator Networks (DeepOnets) have revolutionized the domain of scientific machine learning for the solution of the inverse problem for dynamical systems. However, their implementation necessitates optimizing a high-dimensional space…

Transversal gates play an important role in the theory of fault-tolerant quantum computation due to their simplicity and robustness to noise. By definition, transversal operators do not couple physical subsystems within the same code block.…

量子物理 · 物理学 2009-11-13 Bryan Eastin , Emanuel Knill

We present a general theory of entanglement-assisted quantum convolutional coding. The codes have a convolutional or memory structure, they assume that the sender and receiver share noiseless entanglement prior to quantum communication, and…

量子物理 · 物理学 2013-04-15 Mark M. Wilde , Todd A. Brun

A widely cited result by Dong et al. (2021) showed that Transformers built from self-attention alone, without skip connections or feed-forward layers, suffer from rapid rank collapse: all token representations converge to a single…

机器学习 · 计算机科学 2026-04-28 Giansalvo Cirrincione

The variance of the number of levels in an energy interval around a level with large quantum numbers (semiclassical quantization) is studied for a particle in a rectangular box. Sampling involves changing the ratio of the rectangle's sides…

介观与纳米尺度物理 · 物理学 2007-05-23 J. M. A. S. P. Wickramasinghe , R. A. Serota

The standard Universal Approximation Theorem for operator neural networks (NNs) holds for arbitrary width and bounded depth. Here, we prove that operator NNs of bounded width and arbitrary depth are universal approximators for continuous…

机器学习 · 计算机科学 2021-09-24 Annan Yu , Chloé Becquey , Diana Halikias , Matthew Esmaili Mallory , Alex Townsend

There are thousands of projects worldwide based primarily on blockchain technology. These have a large number of users and hundreds of use cases. One of the most popular is the use of cryptocurrencies and their benefits against money…

密码学与安全 · 计算机科学 2020-08-24 Ugarte-Rojas Hector , Chullo-Llave Boris

Quantum entanglement is a particularly useful characterization of topological orders which lack conventional order parameters. In this work, we study the entanglement in topologically ordered states between two arbitrary spatial regions,…

强关联电子 · 物理学 2023-08-01 Chao Yin , Shang Liu

A Turmit is a Turing machine that works over a two-dimensional grid, that is, an agent that moves, reads and writes symbols over the cells of the grid. Its state is an arrow and, depending on the symbol that it reads, it turns to the left…

计算复杂性 · 计算机科学 2017-02-21 Diego Maldonado , Anahí Gajardo , Benjamin Hellouin de Menibus , Andrés Moreira

Object detectors are typically learned on fully-annotated training data with fixed predefined categories. However, categories are often required to be increased progressively. Usually, only the original training set annotated with old…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Bowen Zhao , Chen Chen , Xi Xiao , Shutao Xia

In this paper, a new perspective is suggested for unsupervised Ontology Matching (OM) or Ontology Alignment (OA) by treating it as a translation task. Ontologies are represented as graphs, and the translation is performed from a node in the…

In the area of mobile ad-hoc networks and wireless mesh networks, sequence numbers are often used in routing protocols to avoid routing loops. It is commonly stated in protocol specifications that sequence numbers are sufficient to…

网络与互联网体系结构 · 计算机科学 2015-12-31 Rob van Glabbeek , Peter Höfner , Wee Lum Tan , Marius Portmann

Transformers have become the dominant architecture in modern machine learning, yet the theoretical understanding of their training dynamics remains limited. This paper develops a rigorous mathematical framework for analyzing gradient-based…

最优化与控制 · 数学 2026-05-19 Raphaël Barboni , Maarten V. de Hoop , Takashi Furuya , Gabriel Peyré

We study cryptography based on operator theory, and propose quantum no-key (QNK) protocols from the perspective of operator theory, then present a framework of QNK protocols. The framework is expressed in two forms: trace-preserving quantum…

量子物理 · 物理学 2012-11-01 Li Yang , Min Liang

We prove several new results for seedless condensers in the context of three related classes of sources: Non-Oblivious Symbol Fixing (NOSF) sources, online NOSF (oNOSF) sources [AORSV, EUROCRYPT'20], and adversarial Chor-Goldreich (aCG)…

计算复杂性 · 计算机科学 2024-10-04 Eshan Chattopadhyay , Mohit Gurumukhani , Noam Ringach