如果图数据有噪声、不完整或没有进行正确的管理,则会对图基础模型的性能产生负面影响。当图类型扩展到异构图或动态图等复杂形式时,提高图基础模型的数据质量成为一个重大挑战。此外,由于现有的数据增强技术通常是为基于单个基于GNN的模型量身定制的,因此需要进一步探索如何有效地增强基于LLM或基于GNN+LLM的模型的图数据...
7.1 Learning Data Distribution within External Dataset 这种方法的目的是通过学习外部数据集,隐式地掌握潜在的退化模型。对于具有成对HR-LR图像的数据集,监督学习和SR网络已经足以实现令人满意的结果,就像NTIRE 2018和AIM 2020挑战中提出的解决方案一样 一个更困难的场景是使用不配对数据进行学习,其中具有真实退化的LR...
These different aspects do not only pertain to 5 G , but will also enable careful design of distributed machine learning architectures to circumvent the same hurdles that will inevitably burden 5 G and Beyond network generations. This is the first survey paper that brings together all these ...
Consequently, in recent years, the focus of recommender systems research has shifted to include a wider range of "beyond accuracy" objectives. In this article, we present a survey of the most discussed beyond-accuracy objectives in recommender systems research: diversity, serendipity, novelty, and ...
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond(利用LLM实践指南:一个基于chatGPT的综合调研) AI砖家 致力于AI模型商业化,用AI改变生活 109 人赞同了该文章 这篇论文刚出来4天,GitHub1460个star;可能是因为对LLMs研究热潮很大,大家都在疯狂研究,所以关注的人特别多;由此可见对大预...
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Ranganath, Automatic sign language analysis: A survey and the future beyond lexical meaning, IEEE Transactions on Pattern Analysis and Machine ... R Yang,S Sarkar - 《Computer Vision & Image Understanding》 被引量: 57发表: 2009年 The Motivated Sign: Iconicity in Language and Literature 2 (...
Gen Z and Beyond: A Survey for Every Generation was conducted using an in-depth, online questionnaire that reached a large, multinational population quickly and easily. We would like to thank all 5003 respondents who took the time to participate in the survey and contribute to this valuable res...
surveyandinvestigationreflectthatthetreehostsmorethan50speciesofplants,including climbingplants,creepersandothertypes,showingauniqueandrichbiodiversityonthistreeandin surroundingareas,”Wangsaid. LiuTuanxi,andhisteammembersclimbedtothetoppartofthetreetocompletethesurvey. Ittookthreepeoplealmosteighthourstoreachtothe...
Developmental robotics is an emerging field located at the intersection of developmental psychology and robotics, that has lately attracted quite some attention. This paper gives a survey of a variety of research projects dealing with or inspired by developmental issues, and outlines possible future dir...