First Exit Time Analysis of Stochastic Gradient Descent Under Heavy-Tailed Gradient Noise TH Nguyen, U Şimşekli, M Gürbüzbalaban, G Richard arXiv preprint arXiv:1906.09069, 2019 | 49 | 2019 |
Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization TH Nguyen, U Şimşekli, G Richard arXiv preprint arXiv:1901.07487, 2019 | 31 | 2019 |
Asynchronous stochastic quasi-Newton MCMC for non-convex optimization U Şimşekli, Ç Yıldız, TH Nguyen, G Richard, AT Cemgil arXiv preprint arXiv:1806.02617, 2018 | 29* | 2018 |
On the Heavy-Tailed Theory of Stochastic Gradient Descent for Deep Neural Networks U Şimşekli, M Gürbüzbalaban, TH Nguyen, G Richard, L Sagun arXiv preprint arXiv:1912.00018, 2019 | 22 | 2019 |
Efficient Bayesian Model Selection in PARAFAC via Stochastic Thermodynamic Integration TH Nguyen, U Şimşekli, G Richard, AT Cemgil IEEE Signal Processing Letters 25 (5), 725-729, 2018 | 6 | 2018 |