Laurent Lessard
10 papers · 2015–2025 · 5 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (19)
🏆
Keyword Champion
(3)
🗃️
Keyword Collector
(52)
💎
Century Club · Bronze
🔥
Unstoppable · Bronze
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Conference Pioneer
Venues
Top co-authors
Research topics
Machine Learning
(10)
Mathematics & Optimization
(8)
Optimization
(8)
Optimization & Theory · Machine Learning
(8)
Artificial Intelligence
(4)
Core AI
(4)
Deep Learning
(3)
Learning Types · Machine Learning
(2)
Optimization & Theory · Deep Learning
(2)
Application Areas
(1)
Learning Types · Deep Learning
(1)
Mathematics
(1)
Keywords
convergence rate
(4)
gradient descent
(3)
semidefinite program
(3)
convex optimization
(3)
lyapunov function
(2)
online learning
(2)
linear convergence
(2)
first-order method
(2)
dissipativity theory
(2)
integral quadratic constraint
(2)
binary classification
(1)
minimax optimization
(1)
data poisoning
(1)
strongly convex
(1)
certified robustness
(1)
neural network optimization
(1)
regret bound
(1)
model predictive control
(1)
stochastic optimal control
(1)
game theory
(1)
Papers
Adaptive backtracking line search
ICLR 2025
Keeping up with dynamic attackers: Certifying robustness to adaptive online data poisoning
AISTATS 2025
Near-optimal Local Convergence of Alternating Gradient Descent-Ascent for Minimax Optimization
AISTATS 2022
A Unified Analysis of First-Order Methods for Smooth Games via Integral Quadratic Constraints
JMLR 2021
Online Data Poisoning Attacks
L4DC 2020
An Optimal Control Approach to Sequential Machine Teaching
AISTATS 2019
Dissipativity Theory for Accelerating Stochastic Variance Reduction: A Unified Analysis of SVRG and Katyusha Using Semidefinite Programs
ICML 2018
Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees
ICML 2018
Dissipativity Theory for Nesterov’s Accelerated Method
ICML 2017
A General Analysis of the Convergence of ADMM
ICML 2015