Bayesian Deck-of-cards-based Ordinal Regression with Sequential Preference Elicitation

arXiv:2609.23212 · stat.ML, cs.LG, math.OC · Submitted 2026-09-19 · Read on arXiv

stat.ML, cs.LG, math.OC

Submitted: 2026-09-19

Updated: 2026-09-29

Code: https://github.com/ax-ml/jax

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Regret — 46× in this paper · explained in 3 episodes
• Robustness — 13× in this paper · explained in 5 episodes
• Deck-of-cards-based Ordinal Regression — 9× in this paper
• Accuracy — 7× in this paper · explained in 1 episode
• Pairwise Comparisons — 7× in this paper · explained in 2 episodes
• Decision Maker — 5× in this paper
• Hyperparameters — 5× in this paper · explained in 2 episodes
• Maximum A Posteriori — 4× in this paper
• Bayesian Inference — 3× in this paper · explained in 5 episodes
• Theoretical Guarantees — 3× in this paper · explained in 2 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Consistency — 2× in this paper · explained in 3 episodes
• Core — 2× in this paper · explained in 2 episodes
• Deck of Cards Method — 2× in this paper
• Loss Function — 2× in this paper · explained in 2 episodes
• No-U-Turn Sampler — 2× in this paper
• Robust Ordinal Regression — 2× in this paper
• Active Learning — 1× in this paper · explained in 6 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Bayesian Framework — 1× in this paper · explained in 3 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Cognitive Load — 1× in this paper · explained in 2 episodes
• Follow the Regularized Leader — 1× in this paper
• Generative AI — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Information Gain — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Multiple Criteria Decision Aiding — 1× in this paper
• Pairwise Winning Index — 1× in this paper
• Rank Acceptability Index — 1× in this paper
• Stochastic Multicriteria Acceptability Analysis — 1× in this paper

Sources

• Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• One Permutation Is All You Need: Fast, Deterministic Feature Importance and Model Stress-Testing
• Online Conformal Prediction for Non-Exchangeable Panel Data
• Deep Time-Series Forecasting in 10 Years: A Survey