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Optimistic Multi-step Preference Optimization is built upon the optimistic online mirror descent algorithm and provides a rigorous analysis for the convergence of OMPO and shows that OMPO requires O ( ϵ − 1 ) policy updates to converge to an ϵ -approximate Nash equilibrium.
