Gurbuzbalaban, Mert

1. A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks
   2019/01/18 by Simsekli, Umut, Sagun, Levent, Gurbuzbalaban, Mert · 27 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Global Convergence Rate of Proximal Incremental Aggregated Gradient Methods
   2016/08/04 by Vanli, Nuri Denizcan, Gurbuzbalaban, Mert, Ozdaglar, Asu · 2 citations
   #FOS: Mathematics #Optimization and Control (math.OC)
3. Breaking Reversibility Accelerates Langevin Dynamics for Global Non-Convex Optimization
   2018/12/19 by Gao, Xuefeng, Gurbuzbalaban, Mert, Zhu, Lingjiong · 2 citations
   #65C30 #65K05 #82C31 #90C26 #90C30 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Probability (math.PR)
4. Robust Distributed Accelerated Stochastic Gradient Methods for Multi-Agent Networks
   2019/10/19 by Fallah, Alireza, Gurbuzbalaban, Mert, Ozdaglar, Asuman +2 · 2 citations
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
5. Boundary Conditions for Linear Exit Time Gradient Trajectories Around Saddle Points: Analysis and Algorithm
   2021/01/07 by Rishabh Dixit, Mert Gürbüzbalaban, Dixit, Rishabh +3 · 1 citation
   Mathematics · Engineering · Computer Science · #Advanced Optimization Algorithms Research #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
6. Randomized Gossiping with Effective Resistance Weights: Performance Guarantees and Applications
   2019/07/29 by Can, Bugra, Soori, Saeed, Aybat, Necdet Serhat +2 · 1 citation
   #46N10 #47N10 #FOS: Mathematics #Optimization and Control (math.OC)
7. Robust Accelerated Gradient Methods for Smooth Strongly Convex Functions
   2018/05/27 by Aybat, Necdet Serhat, Fallah, Alireza, Gurbuzbalaban, Mert +1 · 1 citation
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
8. A Universally Optimal Multistage Accelerated Stochastic Gradient Method
   2019/01/23 by Necdet Serhat Aybat, Aybat, Necdet Serhat, Alireza Fallah +5 · 1 citation
   Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques
9. Decentralized Computation of Effective Resistances and Acceleration of Consensus Algorithms
   2017/08/23 by Aybat, Necdet Serhat, Gurbuzbalaban, Mert · 1 citation
   #FOS: Mathematics #Optimization and Control (math.OC)
10. Robustly Stable Accelerated Momentum Methods With A Near-Optimal L2 Gain and H_∞ Performance
    2023/09/20 by Mert Gürbüzbalaban, Gurbuzbalaban, Mert · 1 citation
    Computer Science · Engineering · Mathematics · #FOS: Mathematics #Numerical methods in inverse problems #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
11. Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent
    2023/05/20 by Lingjiong Zhu, Mert Gürbüzbalaban, Zhu, Lingjiong +5 · 1 citation
    Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques