NeurIPS "preference modeling" Papers

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Beyond Scalar Rewards: An Axiomatic Framework for Lexicographic MDPs

Mehran Shakerinava, Siamak Ravanbakhsh, Adam Oberman

NeurIPS 2025spotlightarXiv:2505.12049

Efficient and Near-Optimal Algorithm for Contextual Dueling Bandits with Offline Regression Oracles

Aadirupa Saha, Robert Schapire

NeurIPS 2025poster

Generalized Top-k Mallows Model for Ranked Choices

Shahrzad Haddadan, Sara Ahmadian

NeurIPS 2025spotlightarXiv:2510.22040

Pairwise Calibrated Rewards for Pluralistic Alignment

Daniel Halpern, Evi Micha, Ariel Procaccia et al.

NeurIPS 2025posterarXiv:2506.06298