| 2023 | AISTATS | Heavy Sets with Applications to Interpretable Machine Learning Diagnostics. | Dmitry M. Malioutov, Sanjeeb Dash, Dennis Wei |
| 2023 | ICASSP | A Statistical Interpretation of the Maximum Subarray Problem. | Dennis Wei, Dmitry M. Malioutov |
| 2015 | ICASSP | Learning interpretable classification rules using sequential rowsampling. | Sanjeeb Dash, Dmitry M. Malioutov, Kush R. Varshney |
| 2014 | ICASSP | Screening for learning classification rules via Boolean compressed sensing. | Sanjeeb Dash, Dmitry M. Malioutov, Kush R. Varshney |
| 2013 | ICML | Exact Rule Learning via Boolean Compressed Sensing. | Dmitry M. Malioutov, Kush R. Varshney |
| 2012 | ICASSP | Boolean compressed sensing: LP relaxation for group testing. | Dmitry M. Malioutov, Mikhail B. Malyutov |
| 2008 | ICASSP | Compressed sensing with sequential observations. | Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky |
| 2007 | ICASSP | GMRF Variance Approximation using Splicedwavelet Bases. | Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky |
| 2006 | ICASSP | Low-Rank Variance Estimation in Large-Scale Gmrf Models. | Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky |
| 2005 | ICASSP | Homotopy continuation for sparse signal representation. | Dmitry M. Malioutov, Mjdat etin, Alan S. Willsky |
| 2004 | ICASSP | Optimal sparse representations in general overcomplete bases. | Dmitry M. Malioutov, Mjdat etin, Alan S. Willsky |
| 2002 | ICASSP | A variational technique for source localization based on a sparse signal reconstruction perspective. | Mjdat etin, Dmitry M. Malioutov, Alan S. Willsky |