Author

Nir Rosenfeld

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#machine learning Preprint Sep 2026

When Metropolis and Hastings Meet Bradley and Terry: Exact MCMC From Preference Voting

This work introduces Pref-MH, a general exact MH sampler for judge-induced conditional distributions using only stochastic binary pairwise comparisons, and develops a valid accept/reject rule whose resulting Markov chain provably converges to the target distribution.

Ariel Smogorghevski, Nir Rosenfeld, Yaniv Romano · 0 citations