Publications

Journal Papers:

  • M. Razaviyayn, M. Sanjabi, Z.-Q. Luo, “A Stochastic Successive Minimization Method for Non-smooth Non-convex Optimization with Applications to Transceiver Design in Wireless Communication Networks”, Mathematical Programming, 2016
  • M. Sanjabi, M. Razaviyayn, and Z.-Q. Luo, “Optimal Joint Base Station Assignment and Beamforming for Heterogeneous Networks”, IEEE Transactions on Signal Processing, 2014
  • H. Baligh, M. Hong, W.-C. Liao, Z.-Q. Luo, M. Razaviyayn, M. Sanjabi, R. Sun, “Cross-Layer Provision of Future Cellular Networks: A WMMSE-based approach”, IEEE Signal Processing Magazine, 2014
  • M. Kadkhodaie, M. Sanjabi, Z.-Q. Luo, “On the Linear Convergence of the Approximate Proximal Splitting Method for Non-smooth Convex Optimization”, Journal of the Operations Research Society of China, 2014
  • M. Razaviyayn, M. Sanjabi, Z.-Q. Luo, “Linear Transceiver Design for Interference Alignment: Complexity and Computation”, IEEE Transactions on Information Theory, 2012
  • E. Song, Q. Shi, M. Sanjabi, R. Sun, Z.-Q. Luo, “Robust SINR-constrained MISO downlink beamforming: When is semidefinite programming relaxation tight?”, EURASIP Journal on Wireless Communications and Networking, 2012

Conference Papers:

  • M. Sanjabi, J. Ba, M. Razaviyayn, J. D. Lee , “On the Convergence and Robustness of Training GANs with Regularized Optimal Transport”, Advances in Neural Information Processing Systems (NIPS) 2018
  • V. Smith, C. K. Chiang, M. Sanjabi, A. Talwalkar ,“Federated Multi-Task Learning”, Advances in Neural Information Processing Systems (NIPS) 2017
  • M. Kadkhodaie, K. Christakopoulou, M. Sanjabi, A .Banerjee, “Accelerated alternating direction method of multipliers”, ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2015
  • M. Sanjabi, M. Hong, M. Razaviyayn, and Z.-Q. Luo, “Joint Base Station Clustering and Beamformer Design for Partial Coordinated Transmission using Statistical Channel State Information”, Signal Processing Advances in Wireless Communications (SPAWC), 2014
  • M. Razaviyayn, M. Sanjabi, and Z.-Q. Luo, “A Stochastic Weighted MMSE Approach to Sum Rate Maximization for a MIMO Interference Channel”, Signal Processing Advances in Wireless Communications (SPAWC), 2013
  • M. Sanjabi, M. Razaviyayn, Z.-Q. Luo, “Optimal Joint Base Station Assignment and Down- link Beamforming for Heterogeneous Networks”, International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2012
  • E. Song, Q. Shi, M. Sanjabi, R. Sun, Z-Q. Luo,“Robust SINR-Constrained MISO Downlink Beamforming: When is Semidefinite Programming Relaxation Tight?”, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2011
  • M. Razaviyayn, M. S. Boroujeni, Z.-Q. Luo, “Linear Transceiver Design for Interference Alignment: Complexity and Computation,” Signal Processing Advances in Wireless Communications (SPAWC), 2010 (Shortlisted for SPAWC 2010s Best Student Paper Award)

Pre-prints:

  • M. Sanjabi, M. Razaviyayn, and J. D. Lee, “Solving non-convex non-concave min-max games under Polyak-Lojasiewicz condition,” arXiv preprint arXiv:1812.02878, 2018
  • A. K. Sahu, T. Li, M. Sanjabi, M. Zaheer, A. Talwalkar, and V. Smith, “On the convergence of federated optimization in heterogeneous networks.” arXiv preprint arXiv:1812.06127, 2018