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NeurIPS 2026Technion - Israel Institute of TTechnion -- Israel Institute of Technion---Israel Institute of TControllable generation

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

Pref-MH samples from judge-conditioned distributions via exact Metropolis-Hastings using only stochastic binary pairwise preferences and converges to the target with optimal acceptance rules.

Ariel Smogorghevski, Nir Rosenfeld, Yaniv Romano

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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lenient 5/5
medium 5/10
strict 2/5
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NeurIPS 2026SpotlightTechnionTechnion and Google ResearchTechnion - Israel Institute of TTechnion -- Israel Institute of Learning theory

Strategic PAC Learnability via Geometric Definability

Strategic classification can make VC dimension 1 problems unlearnable, but geometric definability via first-order formulas over real exponentiation preserves learnability with controlled sample complexity.

Yuval Filmus, Shay Moran, Elizaveta Nesterova, Nir Rosenfeld and 1 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 3/5
medium 6/10
strict 3/5