| 2025 | ICML | Tree-Sliced Wasserstein Distance with Nonlinear Projection. | Thanh Tran, Hoang V. Tran, Thanh T. Chu, Huyen Trang Pham, Laurent El Ghaoui, Tam Le, Tan Minh Nguyen |
| 2024 | ACML | Constrained Implicit Learning Framework for Neural Network Sparsification. | Alicia Y. Tsai, Wenzhi Gao, Laurent El Ghaoui |
| 2022 | AAAI | Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems. | Fangda Gu, He Yin, Laurent El Ghaoui, Murat Arcak, Peter J. Seiler, Ming Jin |
| 2020 | AISTATS | Naive Feature Selection: Sparsity in Naive Bayes. | Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui |
| 2020 | AISTATS | Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training. | Fangda Gu, Armin Askari, Laurent El Ghaoui |
| 2020 | EMNLP | Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm. | Alicia Y. Tsai, Laurent El Ghaoui |
| 2020 | ICML | Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization. | Geoffrey Ngiar, Gideon Dresdner, Alicia Y. Tsai, Laurent El Ghaoui, Francesco Locatello, Robert Freund, Fabian Pedregosa |
| 2019 | ICML | Theoretically Principled Trade-off between Robustness and Accuracy. | Hongyang Zhang, Yaodong Yu, Jiantao Jiao, Eric P. Xing, Laurent El Ghaoui, Michael I. Jordan |
| 2015 | AISTATS | Robust sketching for multiple square-root LASSO problems. | Vu Pham, Laurent El Ghaoui |
| 2014 | ICMLA | Iterative Hard Thresholding for Keyword Extraction from Large Text Corpora. | Steve Yadlowsky, Preetum Nakkarin, Jingyan Wang, Rishi Sharma, Laurent El Ghaoui |
| 2012 | ICMLA | Predicting Congressional Votes Based on Campaign Finance Data. | Samuel Smith, Jae Yeon (Claire) Baek, Zhaoyi Kang, Dawn Song, Laurent El Ghaoui, Mario Frank |
| 2007 | ACC | Linear Programming with Probability Constraints - Part 1. | Giuseppe Carlo Calafiore, Laurent El Ghaoui |
| 2007 | ACC | Linear Programming with Probability Constraints - Part 2. | Giuseppe Carlo Calafiore, Laurent El Ghaoui |
| 2007 | ICML | Full regularization path for sparse principal component analysis. | Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui |
| 2006 | ICML | Convex optimization techniques for fitting sparse Gaussian graphical models. | Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont, Georges Natsoulis |
| 2002 | ICML | Learning the Kernel Matrix with Semi-Definite Programming. | Gert R. G. Lanckriet, Nello Cristianini, Peter L. Bartlett, Laurent El Ghaoui, Michael I. Jordan |
| 2001 | INFOCOM | Convex Optimization Methods for Sensor Node Position Estimation. | Lance Doherty, Kristofer S. J. Pister, Laurent El Ghaoui |
| 2000 | ICIP | Watermarking Based on Duality with Distributed Source Coding and Robust Optimization Principles. | Jim Chou, S. Sandeep Pradhan, Laurent El Ghaoui, Kannan Ramchandran |