In this paper, we propose a perturbation framework to measure the robustness\nof graph properties. Although there are already perturbation methods proposed\nto tackle this problem, they are limited by the fact that the strength of the\nperturbation cannot be well controlled. We firstly provide a ...
首先，经验上来说，在训练数据不足的时候，加入robustness（例如，对抗样本训练）会对模型的泛化起到积极...
Complex networks are ubiquitous: a cell, the human brain, a group of people and the Internet are all examples of interconnected many-body systems characterized by macroscopic properties that cannot be trivially deduced from those of their microscopic constituents. Such systems are exposed to both int...
By using graph connectivity and expansion properties, system robustness against node/link failures and isolation of the demand nodes from the source(s) are assessed and network tolerance against random failures and targeted attacks on their bridges and cut sets are analyzed. Among other measurements,...
Intriguing properties of neural networks 认为对抗样本或不够鲁棒是因为模型正则化没有做好，过于复杂，...
Graph Robustness Benchmark: A scalable, unified, modular, and reproducible benchmark for evaluating the adversarial robustness of Graph Machine Learning. - THUDM/grb
The fundamental mathematicalion of a network as a weighted graph brings to bear the tools of graph theory--a highly developed subject of mathematical research. But more importantly, recently proposed geometric notions of curvature on very general metric measure spaces allow us to utilize a whole ...
We show that the local metric properties of the embe... JCA D'Auriac,R Melin,P Chandra,... - 《Journal of Physics A General Physics》 被引量: 30发表: 2001年 Non-Standard Models in a Broader Perspective of some major innovations-the discovery of irrationals, the use of negative and ...
Different characteristics of this graph (minimum spanning tree, market graph, and others) give an important information on the network. In聽the聽present... GA Bautin,AP Koldanov,PM Pardalos - Springer International Publishing 被引量: 7发表: 2014年 Asymptotic properties of Pearson's rank-variate...
5214, International Conference on Graph Transformation, Springer (2008), pp. 336-350 CrossrefView in ScopusGoogle Scholar [5] H.J. Sander Bruggink, Barbara König, Sebastian Küpper Concatenation and other closure properties of recognizable languages in adhesive categories Proc. of GT-VMT '13, ...