Publications
Journal papers
S. Lacoste-Julien, 2016. Convergence Rate of Frank-Wolfe for Non-Convex Objectives. arXiv preprint arXiv:1607.00345
Conference papers
G. Gidel, T. Jebara, S. Lacoste-Julien, 2016. Franke-Wolfe Algorithms for Saddle Point Problems. AISTATS 2017 – Proceedings of the 20th International Conference on Artificial Intelligence and Statistics. arXiv:1610.07797v1
A. Podosinnikova, F. Bach, S. Lacoste-Julien, 2016. Beyond CCA: Moment Matching for Multi-View Models. ICML 2016 – Proceedings of the 33rd International Conference on Machine Learning
R. Leblond, F. Pedregosa, S. Lacoste-Julien, 2016. Asaga: Asynchronous Parallel Saga. AISTATS 2017 — Proceedings of the 20th International Conference on Artificial Intelligence and Statistics
J-B Alayrac, P Bojanowski, N. Agrawal, J. Sivic, I. Laptev, S.Lacoste-Julien, 2016. Unsupervised Learning From Narrated Instruction Videos. CVPR 2016 – Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, PP. 4575-4583
A. Podosinnikova, F. Bach, S. Lacoste-Julien, 2015. Rethinking LDA: Moment Matching for Discrete ICA. NIPS 2015 – Advances in Neural Information Processing Systems, volume 28
R. G. Krishnan, S. Lacoste-Julien, D. Sontag, 2015. Barrier Frank-Wolfe for Marginal Inference. NIPS 2015 – Advances in Neural Information Processing Systems, volume 28.
S. Lacoste-Julien, F. Lindsten, F. Bach, 2015. Sequential Kernel Herding: Frank-Wolfe Optimization for Particle Filtering. AISTATS 2015 — Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, pp : 544-552
S. Lacoste-Julien, M. Jaggi, 2015. On the Global Linear Convergence of Frank-Wolfe Optimization Variants. NIPS 2015 – Advances in Neural Information Processing Systems, volume 28.
T. Hofmann, A. Lucchi, S. Lacoste-Julien, B. McWilliams. Variance Reduced Stochastic Gradient Descent with Neighbors. NIPS 2015 – Advances in Neural Information Processing Systems, volume 28.
Working papers
E. Larsen, S. Lachapelle, Y. Bengio, E. Frejinger, S. Lacoste-Julien, A. Lodi, 2019. Predicting Tactical Solutions to Operational Planning Problems under Imperfect Information. DS4DRM-2019-003
J-B. Alayrac, J. Sivic, I. Laptev, S. Lacoste-Julien, 2017. Joint Discovery of Object States and Manipulating Actions. arXiv:1702.02738v1