![Ioannis PANAGEAS | Professor | University of California, Irvine, CA | UCI | Department of Computer Science Ioannis PANAGEAS | Professor | University of California, Irvine, CA | UCI | Department of Computer Science](https://www.researchgate.net/publication/355495192/figure/fig5/AS:1082719983415299@1635151968655/Mean-L1-accuracy-with-shaded-region-of-one-standard-deviation-for-the-trajectories-of_Q320.jpg)
Ioannis PANAGEAS | Professor | University of California, Irvine, CA | UCI | Department of Computer Science
![Graphical Models, Statistical Inference, and Algorithms (GRAMSIA) | Institute for Mathematics and its Applications Graphical Models, Statistical Inference, and Algorithms (GRAMSIA) | Institute for Mathematics and its Applications](https://www.ima.umn.edu/sites/default/files/2014-2015/W5.18-22.15/group.jpg)
Graphical Models, Statistical Inference, and Algorithms (GRAMSIA) | Institute for Mathematics and its Applications
![Global Convergence of Multi-Agent Policy Gradient in Markov Potential Games with Ioannis Panageas - YouTube Global Convergence of Multi-Agent Policy Gradient in Markov Potential Games with Ioannis Panageas - YouTube](https://i.ytimg.com/vi/d1QRdQ2ayNA/mqdefault.jpg)
Global Convergence of Multi-Agent Policy Gradient in Markov Potential Games with Ioannis Panageas - YouTube
![Ioannis PANAGEAS | Professor | University of California, Irvine, CA | UCI | Department of Computer Science Ioannis PANAGEAS | Professor | University of California, Irvine, CA | UCI | Department of Computer Science](https://www.researchgate.net/publication/355495192/figure/fig1/AS:1082719979216897@1635151967911/Two-different-configurations-of-the-stochastic-congestion-game-on-6-vertices-These_Q320.jpg)