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Understanding the reasons behind the exceptional success of transformers requires a better analysis of why attention layers are suitable for NLP tasks. In particular, such tasks require predictive models to capture contextual meaning which…

机器学习 · 统计学 2024-05-20 Simone Bombari , Marco Mondelli

Spiking neural networks (SNNs) have emerged as a class of bio -inspired networks that leverage sparse, event-driven signaling to achieve low-power computation while inherently modeling temporal dynamics. Such characteristics align closely…

神经与进化计算 · 计算机科学 2025-06-03 Hemanth Sabbella , Archit Mukherjee , Thivya Kandappu , Sounak Dey , Arpan Pal , Archan Misra , Dong Ma

Three abilities - the ability to recognize sounds, the ability to visually recognize movement and the ability to keep an upright standing position - can function only with using precise measurements of the short time intervals. Other…

综合物理 · 物理学 2020-07-28 Michael Rvachov

Poor sleep health is an increasingly concerning public healthcare crisis, especially when coupled with a dwindling number of health professionals qualified to combat it. However, there is a growing body of scientific literature on the use…

机器人学 · 计算机科学 2024-03-22 Victor Nikhil Antony , Mengchi Li , Shu-Han Lin , Junxin Li , Chien-Ming Huang

Many human knowledge systems, such as science, law, and invention, are built on documents and the citations that link them. Citations, while serving multiple purposes, primarily function as a way to explicitly document the use of prior work…

物理与社会 · 物理学 2025-01-29 Sadamori Kojaku , Robert Mahari , Sandro Claudio Lera , Esteban Moro , Alex Pentland , Yong-Yeol Ahn

Scientific breakthroughs typically emerge through the surprising violation of established research ideas, yet quantifying surprise has remained elusive because it requires a coherent model of all contemporary scientific worldviews. Deep…

社会与信息网络 · 计算机科学 2025-09-09 Zhen Zhang , James Evans

The Sleeping Beauty Problem (SBP) is a long-standing puzzle in classical probability theory and has been used to challenge the Many-Worlds Interpretation (MWI) of quantum mechanics, since both involve objective determinacy combined with…

量子物理 · 物理学 2026-03-05 Jiaxuan Zhang

Experiments in research on memory, language, and in other areas of cognitive science are increasingly being analyzed using Bayesian methods. This has been facilitated by the development of probabilistic programming languages such as Stan,…

统计方法学 · 统计学 2020-03-02 Daniel J. Schad , Michael Betancourt , Shravan Vasishth

Neural networks have achieved remarkable performance across various problem domains, but their widespread applicability is hindered by inherent limitations such as overconfidence in predictions, lack of interpretability, and vulnerability…

机器学习 · 统计学 2023-09-29 Julyan Arbel , Konstantinos Pitas , Mariia Vladimirova , Vincent Fortuin

Reproducibility is an important feature of science; experiments are retested, and analyses are repeated. Trust in the findings increases when consistent results are achieved. Despite the importance of reproducibility, significant work is…

数字图书馆 · 计算机科学 2023-01-12 Akhil Pandey Akella , Hamed Alhoori , David Koop

Sleep is commonly studied through neurochemical, evolutionary, and behavioral frameworks, typically emphasizing circadian rhythms and energy conservation. However, these approaches do not fully explain a deeper biophysical question: why…

其他定量生物学 · 定量生物学 2025-06-18 Brathikan Vijayamohan Mankayarkarasi

Large Language Models (LLMs) have the potential to revolutionize scientific research, yet their robustness and reliability in domain-specific applications remain insufficiently explored. In this study, we evaluate the performance and…

计算与语言 · 计算机科学 2025-08-15 Hongchen Wang , Kangming Li , Scott Ramsay , Yao Fehlis , Edward Kim , Jason Hattrick-Simpers

This paper calls on the research community not only to investigate how human biases are inherited by large language models (LLMs) but also to explore how these biases in LLMs can be leveraged to make society's "unwritten code" - such as…

计算机与社会 · 计算机科学 2026-01-28 Honglin Bao , Siyang Wu , Jiwoong Choi , Yingrong Mao , James A. Evans

In many scientific fields, large language models (LLMs) have revolutionized the way text and other modalities of data (e.g., molecules and proteins) are handled, achieving superior performance in various applications and augmenting the…

计算与语言 · 计算机科学 2024-10-01 Yu Zhang , Xiusi Chen , Bowen Jin , Sheng Wang , Shuiwang Ji , Wei Wang , Jiawei Han

The Sleeping Beauty problem is a problem of imperfect recall that has received considerable attention. One approach to solving the Sleeping Beauty problem is to allow Sleeping Beauty to make decisions based on her beliefs, and then…

综合金融 · 定量金融 2026-01-23 Ben Abramowitz

Our world is filled with both beautiful and brainy people, but how often does a Nobel Prize winner also wins a beauty pageant? Let us assume that someone who is both very beautiful and very smart is more rare than what we would expect from…

人工智能 · 计算机科学 2016-02-11 Roel Bertens , Jilles Vreeken , Arno Siebes

Scientific research is a major driving force in a knowledge based economy. Income, health and wellbeing depend on scientific progress. The better we understand the inner workings of the scientific enterprise, the better we can prompt,…

数字图书馆 · 计算机科学 2015-03-12 Michael Ginda , Andrea Scharnhorst , Katy Borner

Spiking neural networks (SNNs) are biologically inspired, event-driven models suited for temporal data processing and energy-efficient neuromorphic computing. In SNNs, richer neuronal dynamic allows capturing more complex temporal…

机器学习 · 计算机科学 2026-03-27 Sanja Karilanova , Subhrakanti Dey , Ayça Özçelikkale

Many systems involve numerous interacting parts and the whole system can have properties that the individual parts do not. I take this novelty as the defining characteristic of an emergent property. Other characteristics associated with…

物理学史与哲学 · 物理学 2025-11-05 Ross H. McKenzie

Search-Based Software Engineering (SBSE) is a promising paradigm that exploits the computational search to optimize different processes when engineering complex software systems. Self-adaptive system (SAS) is one category of such complex…

软件工程 · 计算机科学 2020-08-18 Tao Chen , Miqing Li , Ke Li , Kalyanmoy Deb