| 年份 | 标题 | 一作 | 一作单位 |
| 2016 | FRAUDAR: Bounding Graph Fraud in the Face of Camouflage | Bryan Hooi | Carnegie Mellon University |
| 2015 | Efficient Algorithms for Public-Private Social Networks | Flavio Chierichetti | Sapienza University of Rome |
| 2014 | Reducing the Sampling Complexity of Topic Models | Aaron Li | Carnegie Mellon University |
| 2013 | Simple and Deterministic Matrix Sketching | Edo Liberty | Yahoo! Research |
| 2012 | Searching and Mining Trillions of Time Series Subsequences under Dynamic Time Warping | Thanawin Rakthanmanon | University of California Riverside |
| 2011 | Leakage in Data Mining: Formulation, Detection, and Avoidance | Shachar Kaufman | Tel-Aviv University |
| 2010 | Large linear classification when data cannot fit in memory | Hsiang-Fu Yu | National Taiwan University |
| Connecting the dots between news articles | Dafna Shahaf | Carnegie Mellon University |
| 2009 | Collaborative Filtering with Temporal Dynamics | Yehuda Koren | Yahoo! Research |
| 2008 | Fastanova: an efficient algorithm for genome-wide association study | Xiang Zhang | University of North Carolina at Chapel Hill |
| 2007 | Predictive discrete latent factor models for large scale dyadic data | Deepak Agarwal | Yahoo! Research |
| 2006 | Training linear SVMs in linear time | Thorsten Joachims | Cornell University |
| 2005 | Graphs over time: densification laws, shrinking diameters and possible explanations | Jure Leskovec | Carnegie Mellon University |
| 2004 | A probabilistic framework for semi-supervised clustering | Sugato Basu | University of Texas at Austin |
| 2003 | Maximizing the spread of influence through a social network | David Kempe | Cornell University |
| 2002 | Pattern discovery in sequences under a Markov assumption | Darya Chudova | University of California Irvine |
| 2001 | Robust space transformations for distance-based operations | Edwin M. Knorr | University of British Columbia |
| 2000 | Hancock: a language for extracting signatures from data streams | Corinna Cortes | AT&T Laboratories |
| 1999 | MetaCost: a general method for making classifiers cost-sensitive | Pedro Domingos | Universidade Técnica de Lisboa |
| 1998 | Occam’s Two Razors: The Sharp and the Blunt | Pedro Domingos | Universidade Técnica de Lisboa |
| 1997 | Analysis and Visualization of Classifier Performance: Comparison under Imprecise Class and Cost Di… | Foster Provost | NYNEX Science and Technology |
