Jovanović, Mihailo R.

1. Convergence and sample complexity of gradient methods for the model-free\n linear quadratic regulator problem
   2019/12/26 by Hesameddin Mohammadi, Mohammadi, Hesameddin, Armin Zare +5 · 9 citations
   Computer Science · Engineering · Physics and Astronomy · #Adaptive Dynamic Programming Control #Advanced Control Systems Optimization #Artificial Intelligence (cs.AI) #Data Analysis #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Statistics and Probability (physics.data-an) #Systems and Control (eess.SY) #electronic engineering #information engineering
2. Provably Efficient Safe Exploration via Primal-Dual Policy Optimization
   2020/03/01 by Dong-Sheng Ding, Ding, Dongsheng, Xiaohan Wei +7 · 8 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
3. Independent Policy Gradient for Large-Scale Markov Potential Games: Sharper Rates, Function Approximation, and Game-Agnostic Convergence
   2022/02/08 by Dong-Sheng Ding, Chen-Yu Wei, Ding, Dongsheng +5 · 4 citations
   Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Distributed Control Multi-Agent Systems #Advanced Bandit Algorithms Research
4. Robustness of accelerated first-order algorithms for strongly convex\n optimization problems
   2019/05/27 by Hesameddin Mohammadi, Mohammadi, Hesameddin, Meisam Razaviyayn +3 · 3 citations
   Computer Science · Engineering · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
5. Convergence and sample complexity of natural policy gradient primal-dual methods for constrained MDPs
   2022/06/06 by Ding, Dongsheng, Zhang, Kaiqing, Duan, Jiali +2 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
6. Tradeoffs between convergence rate and noise amplification for momentum-based accelerated optimization algorithms
   2022/09/24 by Hesameddin Mohammadi, Mohammadi, Hesameddin, Meisam Razaviyayn +3 · 2 citations
   Computer Science · Engineering · Mathematics · #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
7. A second order primal-dual method for nonsmooth convex composite optimization
   2017/09/05 by Dhingra, Neil K., Khong, Sei Zhen, Jovanović, Mihailo R. · 1 citation
   #Adaptation and Self-Organizing Systems (nlin.AO) #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #FOS: Physical sciences #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
8. Global exponential stability of primal-dual gradient flow dynamics based on the proximal augmented Lagrangian: A Lyapunov-based approach
   2019/10/02 by Ding, Dongsheng, Jovanović, Mihailo R. · 1 citation
   #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
9. Stability of Primal-Dual Gradient Flow Dynamics for Multi-Block Convex Optimization Problems
   2024/08/28 by Ozaslan, Ibrahim K., Patrinos, Panagiotis, Jovanović, Mihailo R. · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
10. Provably Efficient Generalized Lagrangian Policy Optimization for Safe Multi-Agent Reinforcement Learning
    2023/05/31 by Ding, Dongsheng, Wei, Xiaohan, Yang, Zhuoran +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
11. Tannenbaum's gain-margin optimization meets Polyak's heavy-ball algorithm
    2024/09/30 by Wuwei Wu, Wu, Wuwei, Jie Chen +5 · 3 citations
    Engineering · #Optical Network Technologies
12. From exponential to finite/fixed-time stability: Applications to optimization
    2024/09/18 by Ibrahim K. Ozaslan, Mihailo R. Jovanović, Ozaslan, Ibrahim K. +1 · 1 citation
    Engineering · #Advanced Control Systems Optimization #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Stability and Control of Uncertain Systems #Systems and Control (eess.SY) #electronic engineering #information engineering
13. Accelerated forward-backward and Douglas-Rachford splitting dynamics
    2024/07/30 by Ibrahim K. Ozaslan, Ozaslan, Ibrahim K., Mihailo R. Jovanović +1 · 1 citation
    Physics and Astronomy · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Magnetic confinement fusion research #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering