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Simon Lacoste-Julien
Simon Lacoste-Julien
Associate Professor - Canada CIFAR AI Chair, University of Montreal / Mila
Adresse e-mail validée de iro.umontreal.ca - Page d'accueil
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SAGA: A fast incremental gradient method with support for non-strongly convex composite objectives
A Defazio, F Bach, S Lacoste-Julien
NIPS 2014 - Advances in Neural Information Processing Systems 27, 1646-1654, 2014
23022014
A Closer Look at Memorization in Deep Networks
D Arpit, S Jastrzębski, N Ballas, D Krueger, E Bengio, MS Kanwal, ...
ICML 2017 - Proceedings of the 34th International Conference on Machine Learning, 2017
22362017
DiscLDA: Discriminative learning for dimensionality reduction and classification
S Lacoste-Julien, F Sha, MI Jordan
NIPS 2008 - Advances in Neural Information Processing Systems 21, 2008
5602008
On the Global Linear Convergence of Frank-Wolfe Optimization Variants
S Lacoste-Julien, M Jaggi
NIPS 2015 - Advances in Neural Information Processing Systems 28, 2015
5082015
A Variational Inequality Perspective on Generative Adversarial Nets
G Gidel, H Berard, G Vignoud, P Vincent, S Lacoste-Julien
ICLR 2019 - Seventh International Conference on Learning Representations, 2019
478*2019
Block-Coordinate Frank-Wolfe Optimization for Structural SVMs
S Lacoste-Julien, M Jaggi, M Schmidt, P Pletscher
ICML 2013 - Proceedings of the 30th International Conference on Machine …, 2013
4582013
Unsupervised Learning from Narrated Instruction Videos
JB Alayrac, P Bojanowski, N Agrawal, J Sivic, I Laptev, S Lacoste-Julien
CVPR 2016 - Proceedings of the IEEE Conference on Computer Vision and …, 2016
3722016
A Simpler Approach to Obtaining an O(1/t) Convergence Rate for the Projected Stochastic Subgradient Method
S Lacoste-Julien, M Schmidt, F Bach
arXiv preprint arXiv:1212.2002, 2012
2972012
Gradient-Based Neural DAG Learning
S Lachapelle, P Brouillard, T Deleu, S Lacoste-Julien
ICLR 2020 - Eight International Conference on Learning Representations, 2020
2912020
A discriminative matching approach to word alignment
B Taskar, S Lacoste-Julien, D Klein
EMNLP 2005 - Proceedings of the conference on Human Language Technology and …, 2005
2582005
Painless Stochastic Gradient: Interpolation, Line-Search, and Convergence Rates
S Vaswani, A Mishkin, I Laradji, M Schmidt, G Gidel, S Lacoste-Julien
NeurIPS 2019 - Advances in Neural Information Processing Systems 32, 2019
2512019
Convergence Rate of Frank-Wolfe for Non-Convex Objectives
S Lacoste-Julien
arXiv preprint arXiv:1607.00345, 2016
2502016
A Modern Take on the Bias-Variance Tradeoff in Neural Networks
B Neal, S Mittal, A Baratin, V Tantia, M Scicluna, S Lacoste-Julien, ...
arXiv preprint arXiv:1810.08591, 2018
2292018
PAC-Bayesian Theory Meets Bayesian Inference
P Germain, F Bach, A Lacoste, S Lacoste-Julien
NIPS 2016 - Advances in Neural Information Processing Systems 29, 2016
2232016
Negative Momentum for Improved Game Dynamics
G Gidel, R Askari, M Pezeshki, R Le Priol, G Huang, S Lacoste-Julien, ...
AISTATS 2019 - Proceedings of the 22nd International Conference on …, 2019
2162019
Differentiable Causal Discovery from Interventional Data
P Brouillard, S Lachapelle, A Lacoste, S Lacoste-Julien, A Drouin
NeurIPS 2020 - Advances in Neural Information Processing Systems 33, 2020
2152020
Stochastic Polyak Step-size for SGD: An Adaptive Learning Rate for Fast Convergence
N Loizou, S Vaswani, I Laradji, S Lacoste-Julien
AISTATS 2021 - arXiv preprint arXiv:2002.10542, 2021
2142021
SiGMa: Simple Greedy Matching for Aligning Large Knowledge Bases
S Lacoste-Julien, K Palla, A Davies, G Kasneci, T Graepel, Z Ghahramani
KDD 2013 - Proceedings of the 19th ACM SIGKDD international conference on …, 2013
2132013
Implicit Regularization of Discrete Gradient Dynamics in Linear Neural Networks
G Gidel, F Bach, S Lacoste-Julien
NeurIPS 2019 - Advances in Neural Information Processing Systems 32, 2019
1902019
On the Equivalence between Herding and Conditional Gradient Algorithms
F Bach, S Lacoste-Julien, G Obozinski
ICML 2012 - Proceedings of the 29th International Conference on Machine Learning, 2012
1872012
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