Ioannis Panageas

1. Accelerating Scientific Research with Gemini: Case Studies and Common Techniques
   2026/02/03 by David P. Woodruff, Vincent Cohen-Addad, Lalit Jain +33 · 8 voices · 1 citation
   #cs.CL #cs.AI
2. Gradient Descent Only Converges to Minimizers: Non-Isolated Critical Points and Invariant Regions
   2016/05/02 by Ioannis Panageas, Georgios Piliouras, Panageas, Ioannis +1 · 7 citations
   Computer Science · Engineering · Medicine · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Bone and Joint Diseases
3. The Limit Points of (Optimistic) Gradient Descent in Min-Max Optimization
   2018/07/11 by Constantinos Daskalakis, Daskalakis, Constantinos, Ioannis Panageas +1 · 5 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
4. Global Convergence of Multi-Agent Policy Gradient in Markov Potential Games
   2021/06/03 by Stefanos Leonardos, Will Overman, Leonardos, Stefanos +5 · 5 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Game Theory and Applications #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
5. On Last-Iterate Convergence Beyond Zero-Sum Games
   2022/03/22 by Ioannis Anagnostides, Ioannis Panageas, Anagnostides, Ioannis +5 · 5 citations
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Stochastic Gradient Optimization Techniques #Machine Learning and Algorithms
6. On the Analysis of EM for truncated mixtures of two Gaussians
   2019/02/19 by Sai Ganesh Nagarajan, Ioannis Panageas, Nagarajan, Sai Ganesh +1 · 2 citations
   Computer Science · Engineering · Mathematics · #Bayesian Methods and Mixture Models #Control Systems and Identification #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Distribution Estimation and Applications
7. Depth-Width Trade-offs for ReLU Networks via Sharkovsky's Theorem
   2019/12/09 by Vaggos Chatziafratis, Sai Ganesh Nagarajan, Chatziafratis, Vaggos +5 · 1 citation
   Computer Science · Engineering · #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Interconnection Networks and Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel Computing and Optimization Techniques #VLSI and FPGA Design Techniques
8. Fast Convergence of Langevin Dynamics on Manifold: Geodesics meet Log-Sobolev
   2020/10/11 by Xiao Wang, Wang, Xiao, Qi Lei +3 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Protein Structure and Dynamics #Quantum chaos and dynamical systems
9. Efficient Statistics for Sparse Graphical Models from Truncated Samples
   2020/06/17 by Arnab Bhattacharyya, Bhattacharyya, Arnab, Rathin Desai +5 · 1 citation
   Computer Science · Mathematics · #Advanced Statistical Methods and Models #Bayesian Modeling and Causal Inference #Computation (stat.CO) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistics Theory (math.ST)
10. Learning Equilibria in Adversarial Team Markov Games: A Nonconvex-Hidden-Concave Min-Max Optimization Problem
    2024/10/08 by Fivos Kalogiannis, Kalogiannis, Fivos, Ioannis Panageas +2 · 1 citation
    Computer Science · Business, Management and Accounting · Decision Sciences · #Reinforcement Learning in Robotics #Supply Chain and Inventory Management #Game Theory and Applications
11. Last-iterate Convergence Separation between Extra-gradient and Optimism in Constrained Periodic Games
    2024/06/15 by Yi Feng, Ping Li, Feng, Yi +5 · 1 citation
    Computer Science · Mathematics · #Optimization and Variational Analysis #Advanced Optimization Algorithms Research #Matrix Theory and Algorithms
12. Polynomial Convergence of Bandit No-Regret Dynamics in Congestion Games
    2024/01/17 by Leello Dadi, Ioannis Panageas, Dadi, Leello +7 · 1 citation
    Decision Sciences · #Game Theory and Applications #Advanced Bandit Algorithms Research #Auction Theory and Applications
13. Efficient Learning of Truncated Boolean Product Distributions: Influence to the Rescue
    2026/07/24 by Rohan Chauhan, Ioannis Panageas
    #cs.LG #cs.DS #stat.ML