Connected Components and Credential Hopping in Authentication Graphs

被引:7
|
作者
Hagberg, Aric [1 ]
Lemons, Nathan [1 ]
Kent, Alex [2 ]
Neil, Joshua [2 ]
机构
[1] Los Alamos Natl Lab, Div Theoret, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
[2] Los Alamos Natl Lab, Adv Comp Solut, Los Alamos, NM 87545 USA
关键词
RANDOM INTERSECTION GRAPHS;
D O I
10.1109/SITIS.2014.95
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Modern enterprise computer networks rely on centrally managed authentication schemes that allow users to easily communicate access credentials to many computer systems and applications. The authentication events typically consist of a user connecting to a computer with an authorized credential. These credentials are often cached on the application servers which creates a risk that they may be stolen and used to hop between computers in the network. We examine computer network risk associated with credential hopping by creating and studying the structure of the authentication graph, a bipartite graph built from authentication events. We assume that an authentication graph with many short paths between computers represents a network that is more vulnerable to such attacks. Under this natural assumption, we use a measure of graph connectivity, namely the size of the largest connected component, to give a quantitative indicator of the network's susceptibility to such attacks. Motivated by graph theoretical results for component sizes in random intersection graphs, we propose a mitigation strategy, and perform experiments simulating an implementation using data from a large enterprise network. The results lead to realistic, actionable risk reduction strategies. To facilitate continued research opportunities we are also providing our authentication bipartite graph data set spanning 9 months and 708 million time-series edge records.
引用
收藏
页码:416 / 423
页数:8
相关论文
共 50 条
  • [1] CONNECTED COMPONENTS OF ARITHMETIC GRAPHS
    NATHANSON, MB
    MONATSHEFTE FUR MATHEMATIK, 1980, 89 (03): : 219 - 222
  • [2] DIAMETERS OF CONNECTED COMPONENTS OF COMMUTING GRAPHS
    Dolzan, David
    Konvalinka, Matjaz
    Oblak, Polona
    ELECTRONIC JOURNAL OF LINEAR ALGEBRA, 2013, 26 : 433 - 445
  • [3] On the components of NEPS of connected bipartite graphs
    Stevanovic, D
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2002, 356 (1-3) : 67 - 78
  • [4] Placing connected components of disconnected graphs
    Goehlsdorf, Dennis
    Kaufmann, Michael
    Siebenhaller, Martin
    ASIA-PACIFIC SYMPOSIUM ON VISUALISATION 2007, PROCEEDINGS, 2007, : 101 - +
  • [5] THE DIAMETER OF CONNECTED COMPONENTS OF RANDOM GRAPHS
    SPIRAKIS, P
    LECTURE NOTES IN COMPUTER SCIENCE, 1987, 246 : 264 - 276
  • [6] A Formal Model for Credential Hopping Attacks
    Albanese, Massimiliano
    Johnsgard, Karin L.
    Swarup, Vipin
    COMPUTER SECURITY - ESORICS 2022, PT I, 2022, 13554 : 367 - 386
  • [7] THE DECOMPOSITION OF GRAPHS INTO KAPPA-CONNECTED COMPONENTS
    HOHBERG, W
    DISCRETE MATHEMATICS, 1992, 109 (1-3) : 133 - 145
  • [8] Finding strongly connected components in distributed graphs
    McLendon, W
    Hendrickson, B
    Plimpton, SJ
    Rauchwerger, L
    JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2005, 65 (08) : 901 - 910
  • [9] Speckle visual cryptography for credential authentication
    Jiao, Anqing
    Zhu, Yupeng
    Mi, Zhaoke
    Zhou, Xinlong
    Zhu, Qiaofen
    Ke, Changjun
    Shi, Yishi
    APPLIED OPTICS, 2024, 63 (16) : 4351 - 4359
  • [10] Cracker: Crumbling Large Graphs Into Connected Components
    Lulli, Alessandro
    Ricci, Laura
    Carlini, Emanuele
    Dazzi, Patrizio
    Lucchese, Claudio
    2015 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATION (ISCC), 2015, : 574 - 581