| Efficient distributed hessian free algorithm for large-scale empirical risk minimization via accumulating sample strategy M Jahani, X He, C Ma, A Mokhtari, D Mudigere, A Ribeiro, M Takác International Conference on Artificial Intelligence and Statistics, 2634-2644, 2020 | 31 | 2020 |
| Efficient calculations of negative curvature in a hessian free deep learning framework X He, I Akrotirianakis, A Chakraborty US Patent 10,713,566, 2020 | 18 | 2020 |
| Large scale distributed hessian-free optimization for deep neural network X He, D Mudigere, M Smelyanskiy, M Takác arXiv preprint arXiv:1606.00511, 97-104, 2016 | 14 | 2016 |
| Dual free SDCA for empirical risk minimization with adaptive probabilities X He, M Takác arXiv preprint arXiv:1510.06684, 2015 | 9 | 2015 |
| Distributed Hessian-Free Optimization for Deep Neural Network. X He, D Mudigere, M Smelyanskiy, M Takác AAAI Workshops, 2017 | 8 | 2017 |
| Dual Free Adaptive Minibatch SDCA for Empirical Risk Minimization X He, R Tappenden, M Takac Frontiers in Applied Mathematics and Statistics 4, 33, 2018 | 5 | 2018 |
| A method with parameter for solving the spectral radius of nonnegative tensor YY Li, QZ Yang, X He Journal of the Operations Research Society of China 5 (1), 3-25, 2017 | 4 | 2017 |
| Second-order optimization methods for avoiding saddle points during the training of deep neural networks X He, I Akrotirianakis, A Chakraborty US Patent App. 16/337,154, 2021 | | 2021 |
| Distributed Algorithms in Large-scaled Empirical Risk Minimization: Non-convexity, Adaptive-sampling, and Matrix-free Second-order Methods X He Lehigh University, 2019 | | 2019 |
| Distributed Restarting NewtonCG Method for Large-Scale Empirical Risk Minimization M Jahani, X He, C Ma, D Mudigere, A Mokhtari, A Ribeiro, M Takac | | 2017 |
| Estimating Portfolio Loss Probabilities with Optimal Risk Loading Coefficients and Fixed Dependency among Obligors X He, I Akrotirianakis, A Chakraborty | | 2015 |
| Grow Your Samples and Optimize Better via Distributed Newton CG and Accumulating Strategy M Jahani, X He, C Ma, A Mokhtari, D Mudigere, A Ribeiro, M Takác | | |
Martin TakáčMohamed bin Zayed University of Artificial Intelligence (MBZUAI)כתובת אימייל מאומתת בדומיין mbzuai.ac.ae