Markos A. Katsoulakis

1. Variational Representations and Neural Network Estimation of Rényi Divergences
   2020/07/07 by Jeremiah Birrell, Birrell, Jeremiah, Paul Dupuis +7 · 4 citations
   Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Stochastic Gradient Optimization Techniques
2. Structure-preserving GANs
   2022/02/02 by Jeremiah Birrell, Markos A. Katsoulakis, Birrell, Jeremiah +5 · 2 citations
   Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #Machine Learning in Healthcare
3. Sample Complexity of Probability Divergences under Group Symmetry
   2023/02/03 by Ziyu Chen, Markos A. Katsoulakis, Chen, Ziyu +5 · 2 citations
   Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Statistical Mechanics and Entropy #Statistics Theory (math.ST)
4. Statistical Guarantees of Group-Invariant GANs
   2023/05/22 by Ziyu Chen, Markos A. Katsoulakis, Chen, Ziyu +5 · 2 citations
   Computer Science · #60-08 #62E10 #62E17 #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing
5. Combining Wasserstein-1 and Wasserstein-2 proximals: robust manifold learning via well-posed generative flows
   2024/07/16 by Hyemin Gu, Gu, Hyemin, Markos A. Katsoulakis +5 · 2 citations
   Computer Science · Engineering · #3D Shape Modeling and Analysis #Computation (stat.CO) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
6. Optimal Control for Transformer Architectures: Enhancing Generalization, Robustness and Efficiency
   2025/05/16 by Kelvin Kan, Xingjian Li, Kan, Kelvin +9 · 5 citations
   Materials Science · Engineering · #Magnetic Properties and Applications #Advanced DC-DC Converters #Power Transformer Diagnostics and Insulation
7. Robustness and Structure Preservation in Flow-Based Generative Models via Wasserstein Path-Space Divergences
   2024/10/02 by Ziyu Chen, Markos A. Katsoulakis, Chen, Ziyu +3 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. Sharp Stability Threshold and Certification for Designing Stable Residual Architectures
   2026/07/16 by Hyemin Gu, Michael Tyrrell, Tuhin Sahai +1
   #cs.LG #stat.ML