| 2010 | ICDM | Patterns on the Connected Components of Terabyte-Scale Graphs. | U Kang, Mary McGlohon, Leman Akoglu, Christos Faloutsos |
| 2010 | ICWSM | Star Quality: Aggregating Reviews to Rank Products and Merchants. | Mary McGlohon, Natalie S. Glance, Zach Reiter |
| 2010 | KDD | Dynamics of conversations. | Ravi Kumar, Mohammad Mahdian, Mary McGlohon |
| 2010 | PAKDD | oddball: Spotting Anomalies in Weighted Graphs. | Leman Akoglu, Mary McGlohon, Christos Faloutsos |
| 2009 | ICWSM | Modeling Blog Dynamics. | Michaela Goetz, Jure Leskovec, Mary McGlohon, Christos Faloutsos |
| 2009 | ICWSM | Community Structure and Information Flow in Usenet: Improving Analysis with a Thread Ownership Model. | Mary McGlohon, Matthew Hurst |
| 2009 | ICWSM | Considering the Sources: Comparing Linking Patterns in Usenet and Blogs. | Mary McGlohon, Matthew Hurst |
| 2009 | KDD | SNARE: a link analytic system for graph labeling and risk detection. | Mary McGlohon, Stephen Bay, Markus G. Anderle, David M. Steier, Christos Faloutsos |
| 2008 | ICDM | RTM: Laws and a Recursive Generator for Weighted Time-Evolving Graphs. | Leman Akoglu, Mary McGlohon, Christos Faloutsos |
| 2008 | KDD | Weighted graphs and disconnected components: patterns and a generator. | Mary McGlohon, Leman Akoglu, Christos Faloutsos |
| 2007 | ICWSM | Finding patterns in blog shapes and blog evolution. | Mary McGlohon, Jure Leskovec, Christos Faloutsos, Matthew Hurst, Natalie S. Glance |
| 2007 | SDM | Patterns of Cascading Behavior in Large Blog Graphs. | Jure Leskovec, Mary McGlohon, Christos Faloutsos, Natalie S. Glance, Matthew Hurst |