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How humans and machines make sense of current inputs for relation reasoning and question-answering while putting the perceived information into context of our past memories, has been a challenging conundrum in cognitive science and…

机器学习 · 计算机科学 2024-05-21 Xiangyu Zeng , Jie Lin , Piao Hu , Ruizheng Huang , Zhicheng Zhang

Approaching limitations of digital computing technologies have spurred research in neuromorphic and other unconventional approaches to computing. Here we argue that if we want to systematically engineer computing systems that are based on…

新兴技术 · 计算机科学 2023-08-21 Herbert Jaeger , Beatriz Noheda , Wilfred G. van der Wiel

Constructivist epistemology argues that knowledge is actively constructed rather than passively copied. Despite the generative nature of Large Language Models (LLMs), most existing agent memory systems are still based on dense retrieval.…

计算与语言 · 计算机科学 2026-04-23 Lei Zheng , Weinan Song , Daili Li , Yanming Yang

We propose a neural information processing system which is obtained by re-purposing the function of a biological neural circuit model, to govern simulated and real-world control tasks. Inspired by the structure of the nervous system of the…

机器学习 · 计算机科学 2019-11-21 Ramin Hasani , Mathias Lechner , Alexander Amini , Daniela Rus , Radu Grosu

In the era of intelligent computing, computational progress in text processing is an essential consideration. Many systems have been developed to process text over different languages. Though, there is considerable development, they still…

人工智能 · 计算机科学 2020-02-26 Sumant Pushp , Pragya Kashmira , Shyamanta M Hazarika

We advocate here the use of computational logic for systems biology, as a \emph{unified and safe} framework well suited for both modeling the dynamic behaviour of biological systems, expressing properties of them, and verifying these…

定量方法 · 定量生物学 2020-10-07 Elisabetta de Maria , Joelle Despeyroux , Amy Felty , Pietro Liò , Carlos Olarte , Abdorrahim Bahrami

Conventional theoretical machine learning studies generally assume explicitly or implicitly that there are enough or even infinitely supplied computational resources. In real practice, however, computational resources are usually limited,…

机器学习 · 计算机科学 2024-08-27 Zhi-Hua Zhou

As computational power has continued to increase, and sensors have become more accurate, the corresponding advent of systems that are at once cognitive and immersive has arrived. These \textit{cognitive and immersive systems} (CAISs) fall…

The topics of Artificial intelligence (AI) and especially Machine Learning (ML) are increasingly making their way into educational curricula. To facilitate the access for students, a variety of platforms, visual tools, and digital games are…

计算机与社会 · 计算机科学 2024-11-11 Hendrik Krone , Pierre Haritz , Thomas Liebig

Long-term planning in complex, text-based environments presents significant challenges due to open-ended action spaces, ambiguous observations, and sparse feedback. Recent research suggests that large language models (LLMs) encode rich…

人工智能 · 计算机科学 2025-12-11 Haoye Lu , Pavan Seshadri , Kaheer Suleman

This paper investigates how high school students approach computing through an introductory computer science course situated in the Logic Programming (LP) paradigm. This study shows how novice students operate within the LP paradigm while…

计算机与社会 · 计算机科学 2017-06-29 Timothy Yuen , Maritz Reyes , Yuanlin Zhang

Recent advances in AI, machine learning, and NLP have led to the development of a new generation of Large Language Models (LLMs) that are trained on massive amounts of data and often have trillions of parameters. Commercial applications…

In this paper, we define a Mathematical model of program structure. Mathematical model of program structure defined here provides unified mathematical treatment of program structure, which reveals that a program is a large and finite set of…

软件工程 · 计算机科学 2014-09-18 Kwangmyong Rim , Yonghua Choe

Medical natural language processing (NLP) systems are a key enabling technology for transforming Big Data from clinical report repositories to information used to support disease models and validate intervention methods. However, current…

计算与语言 · 计算机科学 2023-04-26 Ricky K. Taira , Anders O. Garlid , William Speier

What is the computational model behind a Transformer? Where recurrent neural networks have direct parallels in finite state machines, allowing clear discussion and thought around architecture variants or trained models, Transformers have no…

机器学习 · 计算机科学 2021-07-20 Gail Weiss , Yoav Goldberg , Eran Yahav

We propose Curriculum by Masking (CBM), a novel state-of-the-art curriculum learning strategy that effectively creates an easy-to-hard training schedule via patch (token) masking, offering significant accuracy improvements over the…

计算机视觉与模式识别 · 计算机科学 2024-07-10 Andrei Jarca , Florinel-Alin Croitoru , Radu Tudor Ionescu

Understanding how biological neural networks carry out learning using spike-based local plasticity mechanisms can lead to the development of powerful, energy-efficient, and adaptive neuromorphic processing systems. A large number of…

神经与进化计算 · 计算机科学 2022-11-08 Lyes Khacef , Philipp Klein , Matteo Cartiglia , Arianna Rubino , Giacomo Indiveri , Elisabetta Chicca

Computer Science education has been evolving over the years to reflect applied realities. Until about a decade ago, theory of computation, algorithm design and system software dominated the curricula. Most courses were considered core and…

计算机与社会 · 计算机科学 2022-08-10 Sreekrishnan Venkateswaran

This paper reviews literature in cognitive science, human-computer interaction (HCI) and natural-language processing (NLP) to consider how analogical reasoning (AR) could help inform the design of communication and learning technologies, as…

人工智能 · 计算机科学 2021-06-15 Sara Kingsley

Large language models are able to learn new tasks in context, where they are provided with instructions and a few annotated examples. However, the effectiveness of in-context learning is dependent on the provided context, and the…

计算与语言 · 计算机科学 2023-12-25 Afra Amini , Massimiliano Ciaramita