C. Ma, J. Konecny, M. Jaggi, V. Smith, M. I. Jordan, P. Richtarik, M. Takac, "Distributed Optimization with Arbitrary Local Solvers."
V. Smith*, S. Forte*, M. I. Jordan, M. Jaggi, "L1-Regularized Distributed Optimization: A Communication-Efficient Primal-Dual Framework."
V. Smith, M. Connor, I. Stanton, "Going In-Depth: Finding Longform on the Web," in Conference on Knowledge Discovery and Data Mining (KDD), August 2015.
C. Ma*, V. Smith*, M. Jaggi, M. I. Jordan, P. Richtarik, M. Takac, "Adding vs. Averaging in Distributed Primal-Dual Optimization," in International Conference on Machine Learning (ICML), July 2015.
M. Jaggi*, V. Smith*, M. Takac, J. Terhorst, S. Krishnan, T. Hofmann, M. I. Jordan, "Communication-Efficient Distributed Dual Coordinate Ascent," in Neural Information Processing Systems (NIPS), December 2014.
E. Sparks, A. Talwalkar, V. Smith, X. Pan, J. Gonzalez, T. Kraska, M. I. Jordan, and M. J. Franklin, "MLI: An API for user-friendly distribued machine learning," in IEEE International Conference on Data Mining (ICDM), December 2013.
J. Taneja, V. Smith, D. Culler, and C. Rosenberg, "A comparative study of high renewables penetration electricity grids," in IEEE International Conference on Smart Grid Communications, October 2013.
A. Aswani, N. Master, J. Taneja, V. Smith, A. Krioukov, D. Culler, and C. Tomlin, "Identifying models of HVAC systems using semiparametric regression," in Proceedings of the American Control Conference (ACC), June 2012.
V. Smith, J. Malik, and D. Culler, "Classification of sidewalks in street view images," in WiP Workshop at International Green Computing Conference (IGCC), June 2013.
V. Smith, T. Sookoor, and K. Whitehouse. Modeling building thermal response to HVAC zoning. ACM SIGBED Review, 9, 2012.
A. Talwalkar, T. Kraska, R. Griffith, J. Duchi, J. Gonzalez, D. Britz, X. Pan, V. Smith, E. Sparks, A. Wibisono, M. J. Franklin, and M. I. Jordan, "MLbase: A distributed machine learning wrapper," in Big Learning Workshop at Neural Information Processing Systems (NIPS), December 2012.