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In this paper, we investigate the possibility that a geometric model of dark energy that assume \textquotedblleft lower dimensions\textquotedblright, could generates a repulsive pressure which cause the current accelerated expansion of the…

广义相对论与量子宇宙学 · 物理学 2012-06-26 Miguel A. Garcia-Aspeitia

Large language models are successful in answering factoid questions but are also prone to hallucination. We investigate the phenomenon of LLMs possessing correct answer knowledge yet still hallucinating from the perspective of inference…

计算与语言 · 计算机科学 2024-10-29 Che Jiang , Biqing Qi , Xiangyu Hong , Dayuan Fu , Yang Cheng , Fandong Meng , Mo Yu , Bowen Zhou , Jie Zhou

Humans are able to conceive physical reality by jointly learning different facets thereof. To every pair of notions related to a perceived reality may correspond a mutual relation, which is a notion on its own, but one-level higher. Thus,…

人工智能 · 计算机科学 2019-08-19 Luka Nenadović , Vladimir Prelovac

Motivated by the observed cosmic matter distribution, we present the following conjecture: due to the formation of voids and opaque structures, the average matter density on the path of the light from the well-observed objects changes from…

天体物理学 · 物理学 2010-02-23 Teppo Mattsson

A new prior is proposed for learning representations of high-level concepts of the kind we manipulate with language. This prior can be combined with other priors in order to help disentangling abstract factors from each other. It is…

机器学习 · 计算机科学 2019-12-04 Yoshua Bengio

According to the giant impact theory, the Moon formed through accreting the debris disk produced by a collision between Theia and the proto-Earth, and the predicted lunar orbital inclination relative to the Earth's equatorial plane is about…

地球与行星天体物理 · 物理学 2026-04-01 Wenshuai Liu

Modern language models can imitate complex patterns through few-shot learning, enabling them to complete challenging tasks without fine-tuning. However, imitation can also lead models to reproduce inaccuracies or harmful content if present…

机器学习 · 计算机科学 2024-03-13 Danny Halawi , Jean-Stanislas Denain , Jacob Steinhardt

In functional analysis there are several reasonable approaches to the notion of a projective module. We show that a certain general-categorical framework contains, as particular cases, all known versions. In this scheme, the notion of a…

泛函分析 · 数学 2011-12-30 A. Ya. Helemskii

Attention mechanisms are ubiquitous components in neural architectures applied to natural language processing. In addition to yielding gains in predictive accuracy, attention weights are often claimed to confer interpretability, purportedly…

计算与语言 · 计算机科学 2020-04-08 Danish Pruthi , Mansi Gupta , Bhuwan Dhingra , Graham Neubig , Zachary C. Lipton

Input space reconstruction is an attractive representation learning paradigm. Despite interpretability of the reconstruction and generation, we identify a misalignment between learning by reconstruction, and learning for perception. We show…

计算机视觉与模式识别 · 计算机科学 2024-02-20 Randall Balestriero , Yann LeCun

What makes an image appear realistic? In this work, we are answering this question from a data-driven perspective by learning the perception of visual realism directly from large amounts of data. In particular, we train a Convolutional…

计算机视觉与模式识别 · 计算机科学 2015-10-05 Jun-Yan Zhu , Philipp Krähenbühl , Eli Shechtman , Alexei A. Efros

Human planning is efficient--it frugally deploys limited cognitive resources to accomplish difficult tasks--and flexible--adapting to novel problems and environments. Computational approaches suggest that people construct simplified mental…

神经元与认知 · 定量生物学 2026-04-27 Jason da Silva Castanheira , Nicholas Shea , Stephen M. Fleming

We propose to use transformation optics to generate a general illusion such that an arbitrary object appears to be like some other object of our choice. This is achieved by using a remote device that transforms the scattered light outside a…

光学 · 物理学 2009-10-26 Yun Lai , Jack Ng , HuanYang Chen , DeZhuan Han , JunJun Xiao , Zhao- Qing Zhang , C. T. Chan

Because we are highly motivated to be understood, we created public external representations -- mime, language, art -- to externalise our inner states. We argue that such external representations are a pre-condition for access…

神经元与认知 · 定量生物学 2025-06-17 Chrisantha Fernando , Dylan Banarse , Simon Osindero

Random Projection is a foundational research topic that connects a bunch of machine learning algorithms under a similar mathematical basis. It is used to reduce the dimensionality of the dataset by projecting the data points efficiently to…

机器学习 · 计算机科学 2017-10-10 Mahmoud Nabil

Earthshine is the dominant source of natural illumination on the surface of the Moon during lunar night, and at locations within permanently shadowed regions that never receive direct sunlight. As such, earthshine may enable the exploration…

地球与行星天体物理 · 物理学 2019-04-02 David A. Glenar , Timothy J. Stubbs , Edward W. Schwieterman , Tyler D. Robinson , Timothy A. Livengood

Latent visual reasoning aims to mimic human's imagination process by meditating through hidden states of Multimodal Large Language Models. While recognized as a promising paradigm for visual reasoning, the underlying mechanisms driving its…

计算与语言 · 计算机科学 2026-02-27 You Li , Chi Chen , Yanghao Li , Fanhu Zeng , Kaiyu Huang , Jinan Xu , Maosong Sun

Many techniques in machine learning attempt explicitly or implicitly to infer a low-dimensional manifold structure of an underlying physical phenomenon from measurements without an explicit model of the phenomenon or the measurement…

机器学习 · 统计学 2023-07-04 Roy R. Lederman , Bogdan Toader

The Platonic Representation Hypothesis claims that recent foundation models are converging to a shared representation space as a function of their downstream task performance, irrespective of the objectives and data modalities used to train…

计算机视觉与模式识别 · 计算机科学 2025-06-05 Laure Ciernik , Lorenz Linhardt , Marco Morik , Jonas Dippel , Simon Kornblith , Lukas Muttenthaler

When measuring the mass profile of any given cosmological structure through internal kinematics, the distant background density is always ignored. This trick is often refereed to as the "Jeans Swindle". Without this trick a divergent term…

宇宙学与河外天体物理 · 物理学 2015-06-11 M. Falco , S. H. Hansen , R. Wojtak , G. A. Mamon
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