| 2025 | AISTATS | Keeping up with dynamic attackers: Certifying robustness to adaptive online data poisoning. | Avinandan Bose, Laurent Lessard, Maryam Fazel, Krishnamurthy Dj Dvijotham |
| 2025 | ICLR | Adaptive backtracking line search. | Joao V. Cavalcanti, Laurent Lessard, Ashia C. Wilson |
| 2022 | AISTATS | Near-optimal Local Convergence of Alternating Gradient Descent-Ascent for Minimax Optimization. | Guodong Zhang, Yuanhao Wang, Laurent Lessard, Roger B. Grosse |
| 2019 | AISTATS | An Optimal Control Approach to Sequential Machine Teaching. | Laurent Lessard, Xuezhou Zhang, Xiaojin Zhu |
| 2018 | ICML | Dissipativity Theory for Accelerating Stochastic Variance Reduction: A Unified Analysis of SVRG and Katyusha Using Semidefinite Programs. | Bin Hu, Stephen J. Wright, Laurent Lessard |
| 2018 | ICML | Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees. | Adrien B. Taylor, Bryan Van Scoy, Laurent Lessard |
| 2017 | ICML | Dissipativity Theory for Nesterov's Accelerated Method. | Bin Hu, Laurent Lessard |
| 2015 | ICML | A General Analysis of the Convergence of ADMM. | Robert Nishihara, Laurent Lessard, Benjamin Recht, Andrew K. Packard, Michael I. Jordan |