The graph-based reasoning layers regard the feature map from the last convolution layer as a graph and construct the structural relations. Then the graph-based attention layer enhances the key information guided by the relations. Besides, a front-end curriculum design is introduced to split the ...
基于视觉特征的图推理方法:Graph-Based Global Reasoning Networks 注意: Node不是类别数,只是将相似的像素聚合在一起,可以设置为16或者32,为经验值。 图神经网络不是用来做分类的(不是作为classifier),只是将feature map进行分组,分成几个node,然后学习了node之间的关系,最后再返回为feature map(可以理解为学习了node...
Graph-Based Global Reasoning NetworksYunpeng Chen †‡ , Marcus Rohrbach † , Zhicheng Yan † , Shuicheng Yan ‡[ , Jiashi Feng ‡ , Yannis Kalantidis †† Facebook Research, ‡ National University of Singapore, [ Qihoo 360 AI InstituteAbstractGlobally modeling and reasoning over ...
非常新颖的提出了双图构建机制,考虑了多种类型的交互信息,构图方法值得参考,并且利用了 attention 进行路径推理,使得关系抽取的准确率大大提高。 研究方向:GNN,NLP 论文标题:Double Graph Based Reasoning for Document-level Relation Extraction 论文地址:aclweb.org/anthology/20 代码地址:github.com/DreamInvoker 0....
D.R. Corbett. `Graph-Based Representation and Reasoning for Ontologies'. Computational Intelligence: A Compendium : Studies in Computational Intelligence. Volume : 115/2008, Pages : 351-379, DOI: 10.1007/978-3-540-78293-3_8. 2008.D. Corbett. Graph-based representation and reasoning for ...
2020-ACL-Rethinking Dialogue State Tracking with Reasoning 概要 问题动机 目前 DST 常见的做法是将它视为一个问题,将对话内容分类为一组预定义的槽值对,或为给定对话历史的不同槽生成值。两者在考虑对对话发生的依赖关系方面都有局限性,并且缺乏推理能力。 具体来说,对话历史的依赖和推理的关键问题尚未...
Relational Networks (RNs), Relational Reasoning, Interactions Interaction networks for learning about objects, relations and physics Peter W. Battaglia, Razvan Pascanu, Matthew Lai, Danilo Rezende, Koray Kavukcuoglu, NIPS 2016 A simple neural network module for relational reasoning, [Deepmind Articl...
These pre-training node representations are then used for downstream tasks, such as knowledge completion [6], and logic reasoning [7]. To control what information is transmitted between nodes, an improved GNN with gated recurrent units were proposed by [8]. Meanwhile, there is an increasing ...
iMatrix 待补充 待补充 待补充 编辑于 2024-07-31 19:38・上海 自动驾驶 道路结构认知 写下你的评论... 关于作者 iMatrix 回答 0 文章 10 关注者 0 关注发私信 打开知乎App 在「我的页」右上角打开扫一扫 其他扫码方式:微信 下载知乎App ...
Source code for ACL 2019 paper "GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification" - thunlp/GEAR