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I'm a 3rd year undergrad in mathematics who has recently developed a burgeoning interest in differential geometry. I'm also quite interested in dynamical systems and game theory, both of which are heavily employed in my research.

Are there any meaningful connections between game theory and differential geometry? (hopefully beyond formulating differential games as mechanics problems but I'd love to learn more about that too). Anything to add would be greatly appreciated.

Argent
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Perhaps it will help to look at Nash equilibria and the surrounding literature. For example,

Swenson, Brian, Ryan Murray, and Soummya Kar. "On best-response dynamics in potential games." SIAM Journal on Control and Optimization 56, no. 4 (2018): 2734-2767.


         
          Fig.3c.