which is determined by two indicators: word-based compression rate and abstraction level. Our experiments conclude that, when considering dataset learning difficulty, the cross-domain overlap and the performance gain in summarization tasks exhibit an approximate linear relationship, which is not directly ...
Domain adaptation is a concept within the broader field of transfer learning, which involves leveraging knowledge gained from one or more source domains to improve the performance of a target domain. In domain adaptation, the focus is on situations where there are differences between the source and...
In real-world applications, "what you saw" during training is often not "what you get" during deployment: the distribution and even the type and dimensionality of features can change from one dataset to the next. In this paper, we address the problem of visual domain adaptation for transferri...
Darrell. What you saw is not what you get: Domain adaptation using asymmetric kernel transforms. In Computer Vision and Pattern Recognition, CVPR, 2011.B. Kulis, K. Saenko, and T. Darrell. What you saw is not what you get: Domain adaptation using asymmetric kernel transforms. In CVPR, ...
Domain adaptation is a form of transductive learning, as it applies knowledge gained from performing a task on one data distribution towards the same task on another data distribution.11 An example of transductive transfer learning is the application of a text classification model trained and tested...
与当下颇为时髦的Domain adaptation拼精度刷榜截然不同,本文另辟蹊径,从根源上研究不同架构的深度网络如何进行迁移,并提供了行之有效的解决方案,读来不免深深感叹:确实是好的研究。 Motivation 一直以来,深度网络都是对迁移学习最为友好的学习架构。从最简单的finetune(微调),到固定网络的特征提取层不变在倒数第二...
Named entity recognition (NER) is a component of natural language processing (NLP) that identifies predefined categories of objects in a body of text.
Public Domain in Other Countries The fact that a work is either protected by copyright in the U.S. or in the public domain in the U.S. doesn't mean that same work has the same copyright status in another country. For example, a U.S. government work may be in the public domain in...
For example, with Wix, our users can arrange the layout for their site’s desktop version, and will be provided with a mobile website adaptation that is customizable. Responsive design involves creating websites with a flexible grid. This creates a dynamic appearance, depending on the screen ...
In individuals who know more than one language, the languages are always active to some degree. This has consequences for language processing, but bilinguals rarely make mistakes in language selection. A prevailing explanation is that bilingualism is supported by strong cognitive control abilities, deve...