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math.OC2025

Convergence of two-timescale gradient descent ascent dynamics: finite-dimensional and mean-field perspectives

Jing An, Jianfeng Lu

The two-timescale gradient descent-ascent (GDA) is a canonical gradient algorithm designed to find Nash equilibria in min-max games. We analyze the two-timescale GDA by investigati…