2025 "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

Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning

Yuheng Zhang, Dian Yu, Baolin Peng et al.

ICLR 2025posterarXiv:2407.00617

Logic-Logit: A Logic-Based Approach to Choice Modeling

Shuhan Zhang, Wendi Ren, Shuang Li

ICLR 2025poster

Pairwise Calibrated Rewards for Pluralistic Alignment

Daniel Halpern, Evi Micha, Ariel Procaccia et al.

NeurIPS 2025posterarXiv:2506.06298

Seeing Eye to AI: Human Alignment via Gaze-Based Response Rewards for Large Language Models

Ángela López-Cardona, Carlos Segura, Alexandros Karatzoglou et al.

ICLR 2025posterarXiv:2410.01532