Imagen de Portada

What Does Preference Learning Recover from Pairwise Comparison Data?

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Pukdee, Rattana, Balcan, Maria-Florina, Ravikumar, Pradeep
Formato:	Preprint
Publicado:	2026
Materias:	Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Reward Learning from Best-of-$N$ Preference Data: Targets, Tradeoffs, and Design Principles
por: Pukdee, Rattana, et al.
Publicado: (2026)

Spectrally Transformed Kernel Regression
por: Zhai, Runtian, et al.
Publicado: (2024)

Learning from Interval Targets
por: Pukdee, Rattana, et al.
Publicado: (2025)

Learning accurate and interpretable tree-based models
por: Balcan, Maria-Florina, et al.
Publicado: (2024)

New Guarantees for Learning Revenue Maximizing Menus of Lotteries and Two-Part Tariffs
por: Balcan, Maria-Florina, et al.
Publicado: (2023)

The Active and Noise-Tolerant Strategic Perceptron
por: Balcan, Maria-Florina, et al.
Publicado: (2025)

Learning in Structured Stackelberg Games
por: Balcan, Maria-Florina, et al.
Publicado: (2025)

Distribution-dependent Generalization Bounds for Tuning Linear Regression Across Tasks
por: Balcan, Maria-Florina, et al.
Publicado: (2025)

On Learning Verifiers and Implications to Chain-of-Thought Reasoning
por: Balcan, Maria-Florina, et al.
Publicado: (2025)

Bayesian Neural Networks with Domain Knowledge Priors
por: Sam, Dylan, et al.
Publicado: (2024)

Sample complexity of data-driven tuning of model hyperparameters in neural networks with structured parameter-dependent dual function
por: Balcan, Maria-Florina, et al.
Publicado: (2025)

Accelerating ERM for data-driven algorithm design using output-sensitive techniques
por: Balcan, Maria-Florina, et al.
Publicado: (2022)

Metric Learning from Limited Pairwise Preference Comparisons
por: Wang, Zhi, et al.
Publicado: (2024)

Subsidy design for better social outcomes
por: Balcan, Maria-Florina, et al.
Publicado: (2024)

Algorithm Configuration for Structured Pfaffian Settings
por: Balcan, Maria-Florina, et al.
Publicado: (2024)

Provably tuning the ElasticNet across instances
por: Balcan, Maria-Florina, et al.
Publicado: (2022)

Learning to Relax: Setting Solver Parameters Across a Sequence of Linear System Instances
por: Khodak, Mikhail, et al.
Publicado: (2023)

Regret Minimization in Stackelberg Games with Side Information
por: Harris, Keegan, et al.
Publicado: (2024)

Online Learnability of Chain-of-Thought Verifiers: Soundness and Completeness Trade-offs
por: Balcan, Maria-Florina, et al.
Publicado: (2026)

Preference-based Reinforcement Learning beyond Pairwise Comparisons: Benefits of Multiple Options
por: Lee, Joongkyu, et al.
Publicado: (2025)

Learning from Similarity/Dissimilarity and Pairwise Comparison
por: Tate, Tomoya, et al.
Publicado: (2026)

Nearly-Optimal Bandit Learning in Stackelberg Games with Side Information
por: Balcan, Maria-Florina, et al.
Publicado: (2025)

Automata Learning of Preferences over Temporal Logic Formulas from Pairwise Comparisons
por: Rahmani, Hazhar, et al.
Publicado: (2025)

Fair Active Ranking from Pairwise Preferences
por: Gorantla, Sruthi, et al.
Publicado: (2024)

Markov Equivalence and Consistency in Differentiable Structure Learning
por: Deng, Chang, et al.
Publicado: (2024)

Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems
por: Carr, Jonathan Colaço, et al.
Publicado: (2026)

Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression
por: Zhai, Runtian, et al.
Publicado: (2023)

Learning Recourse Costs from Pairwise Feature Comparisons
por: Rawal, Kaivalya, et al.
Publicado: (2024)

Score-Based Density Estimation from Pairwise Comparisons
por: Mikkola, Petrus, et al.
Publicado: (2025)

Eigenfunction Extraction for Ordered Representation Learning
por: Varıcı, Burak, et al.
Publicado: (2025)

Learning Interpretable Concepts: Unifying Causal Representation Learning and Foundation Models
por: Rajendran, Goutham, et al.
Publicado: (2024)

Do LLMs dream of elephants (when told not to)? Latent concept association and associative memory in transformers
por: Jiang, Yibo, et al.
Publicado: (2024)

Online Rubrics Elicitation from Pairwise Comparisons
por: Rezaei, MohammadHossein, et al.
Publicado: (2025)

Continuum-armed Bandit Optimization with Batch Pairwise Comparison Oracles
por: Chang, Xiangyu, et al.
Publicado: (2025)

Pairwise Comparisons without Stochastic Transitivity: Model, Theory and Applications
por: Lee, Sze Ming, et al.
Publicado: (2025)

Optimal Differentially Private Ranking from Pairwise Comparisons
por: Cai, T. Tony, et al.
Publicado: (2025)

Learning Linear Utility Functions From Pairwise Comparison Queries
por: Ge, Luise, et al.
Publicado: (2024)

A Unifying Framework for Unsupervised Concept Extraction
por: Squires, Chandler, et al.
Publicado: (2026)

Stochastic global optimization of continuous functions via random walks on Grassmannians
por: Gupta, Kartik, et al.
Publicado: (2026)

Efficient Bayesian Inference from Noisy Pairwise Comparisons
por: Aczel, Till, et al.
Publicado: (2025)