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Designing an embedding retrieval system requires navigating a complex design space of conflicting trade-offs between efficiency and effectiveness. This work structures these decisions as a vertical traversal of the system design stack. We…

信息检索 · 计算机科学 2026-01-29 Deep Shah , Sanket Badhe , Nehal Kathrotia

We construct compositional continuous approximations for an interconnection of infinitely many discrete-time switched systems. An approximation (known as abstraction) is itself a continuous-space system, which can be used as a replacement…

系统与控制 · 电气工程与系统科学 2022-01-03 Maryam Sharifi , Abdalla Swikir , Navid Noroozi , Majid Zamani

The main purpose of this article is to describe the taxonomy of computer languages according to the levels of abstraction. There exists so many computer languages because of so many reasons like the evolution of better computer languages…

编程语言 · 计算机科学 2013-11-15 Dr. Brijender Kahanwal

A central challenge for cognitive science is to explain how abstract concepts are acquired from limited experience. This has often been framed in terms of a dichotomy between connectionist and symbolic cognitive models. Here, we highlight a…

Large language models have recently shown promising progress in mathematical reasoning when fine-tuned with human-generated sequences walking through a sequence of solution steps. However, the solution sequences are not formally structured…

机器学习 · 计算机科学 2022-12-07 Andrew J. Nam , Mengye Ren , Chelsea Finn , James L. McClelland

Diagnosing problems in deployed distributed applications continues to grow more challenging. A significant reason is the extreme mismatch between the powerful abstractions developers have available to build increasingly complex distributed…

分布式、并行与集群计算 · 计算机科学 2025-10-03 Mania Abdi , Peter Desnoyers , Mark Crovella , Raja R. Sambasivan

One of the challenges facing artificial intelligence research today is designing systems capable of utilizing systematic reasoning to generalize to new tasks. The Abstraction and Reasoning Corpus (ARC) measures such a capability through a…

This paper presents a novel set of algorithms for heap abstraction, identifying logically related regions of the heap. The targeted regions include objects that are part of the same component structure (recursive data structure). The result…

计算机科学中的逻辑 · 计算机科学 2012-12-21 Mohamed A. El-Zawawy

The Abstraction Refinement Model has been widely adopted since it was firstly proposed many decades ago. This powerful model of software evolution process brings important properties into the system under development, properties such as the…

软件工程 · 计算机科学 2022-10-28 Mohamed Toufik Ailane , Christoph Knieke , Andreas Rausch

The pursuit of interpretable artificial intelligence has led to significant advancements in the development of methods that aim to explain the decision-making processes of complex models, such as deep learning systems. Among these methods,…

机器学习 · 计算机科学 2024-10-29 Yihao Zhang

Artistic styles often embed abstraction beyond surface appearance, involving deliberate reinterpretation of structure rather than mere changes in texture or color. Conventional style transfer methods typically preserve the input geometry…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Min Lu , Yuanfeng He , Anthony Chen , Jianhuang He , Pu Wang , Daniel Cohen-Or , Hui Huang

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

A Concept Tree is a structure for storing knowledge where the trees are stored in a database called a Concept Base. It sits between the highly distributed neural architectures and the distributed information systems, with the intention of…

人工智能 · 计算机科学 2020-04-07 Kieran Greer

Compound AI systems, orchestrating multiple AI components and external APIs, are increasingly vital but face challenges in managing complexity, handling ambiguity, and enabling effective development workflows. Existing frameworks often…

人工智能 · 计算机科学 2025-04-08 Helena Zhang , Jakobi Haskell , Yosef Frost

We are entering a new era in which software systems are becoming more and more complex and larger. So, the composition of such systems is becoming infeasible by manual means. To address this challenge, self-organising software models…

形式语言与自动机理论 · 计算机科学 2025-08-27 Damian Arellanes

Structural causal models (SCMs) are a widespread formalism to deal with causal systems. A recent direction of research has considered the problem of relating formally SCMs at different levels of abstraction, by defining maps between SCMs…

人工智能 · 计算机科学 2022-07-19 Fabio Massimo Zennaro

Context and context-awareness provides computing environments with the ability to usefully adapt the services or information they provide. It is the ability to implicitly sense and automatically derive the user needs that separates…

信息检索 · 计算机科学 2007-05-23 Paul Prekop , Mark Burnett

We consider abstraction-based design of output-feedback controllers for dynamical systems with a finite set of inputs and outputs against specifications in linear-time temporal logic. The usual procedure for abstraction-based controller…

系统与控制 · 电气工程与系统科学 2020-02-10 Rupak Majumdar , Necmiye Ozay , Anne-Kathrin Schmuck

This paper is concerned with a compositional approach for constructing abstractions of interconnected discrete-time stochastic control systems. The abstraction framework is based on new notions of so-called stochastic simulation functions,…

系统与控制 · 计算机科学 2017-10-02 Abolfazl Lavaei , Sadegh Esmaeil Zadeh Soudjani , Rupak Majumdar , Majid Zamani

High-level synthesis (HLS) is a key component for the hardware acceleration of applications, especially thanks to the diffusion of reconfigurable devices in many domains, from data centers to edge devices. HLS reduces development times by…

密码学与安全 · 计算机科学 2021-04-06 Christian Pilato , Francesco Regazzoni
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