Lessard, Laurent

11 publications

ICLR 2025 Adaptive Backtracking Line Search Joao V. Cavalcanti, Laurent Lessard, Ashia C. Wilson

AISTATS 2025 Keeping up with Dynamic Attackers: Certifying Robustness to Adaptive Online Data Poisoning Avinandan Bose, Laurent Lessard, Maryam Fazel, Krishnamurthy Dj Dvijotham

ICMLW 2024 Certifying Robustness to Adaptive Data Poisoning Avinandan Bose, Madeleine Udell, Laurent Lessard, Maryam Fazel, Krishnamurthy Dj Dvijotham

AISTATS 2022 Near-Optimal Local Convergence of Alternating Gradient Descent-Ascent for Minimax Optimization Guodong Zhang, Yuanhao Wang, Laurent Lessard, Roger B. Grosse

JMLR 2021 A Unified Analysis of First-Order Methods for Smooth Games via Integral Quadratic Constraints Guodong Zhang, Xuchan Bao, Laurent Lessard, Roger Grosse

L4DC 2020 Online Data Poisoning Attacks Xuezhou Zhang, Xiaojin Zhu, Laurent Lessard

AISTATS 2019 An Optimal Control Approach to Sequential Machine Teaching Laurent Lessard, Xuezhou Zhang, Xiaojin Zhu

ICML 2018 Dissipativity Theory for Accelerating Stochastic Variance Reduction: A Unified Analysis of SVRG and Katyusha Using Semidefinite Programs Bin Hu, Stephen Wright, Laurent Lessard

ICML 2018 Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees Adrien Taylor, Bryan Van Scoy, Laurent Lessard

ICML 2017 Dissipativity Theory for Nesterov’s Accelerated Method Bin Hu, Laurent Lessard

ICML 2015 A General Analysis of the Convergence of ADMM Robert Nishihara, Laurent Lessard, Ben Recht, Andrew Packard, Michael Jordan