Minimizing Live Experiments in Recommender Systems: User Simulation to Evaluate Preference Elicitation Policies
Fuente:
arXiv
Saved in:
| Main Authors: | Hsu, Chih-Wei, Mladenov, Martin, Meshi, Ofer, Pine, James, Pham, Hubert, Li, Shane, Liang, Xujian, Polishko, Anton, Yang, Li, Scheetz, Ben, Boutilier, Craig |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Asking Clarifying Questions for Preference Elicitation With Large Language Models
by: Montazeralghaem, Ali, et al.
Published: (2025)
by: Montazeralghaem, Ali, et al.
Published: (2025)
Controllable User Simulation
by: Tennenholtz, Guy, et al.
Published: (2026)
by: Tennenholtz, Guy, et al.
Published: (2026)
Synthetic Dialogue Generation for Interactive Conversational Elicitation & Recommendation (ICER)
by: Ryu, Moonkyung, et al.
Published: (2025)
by: Ryu, Moonkyung, et al.
Published: (2025)
ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders
by: Meshi, Ofer, et al.
Published: (2026)
by: Meshi, Ofer, et al.
Published: (2026)
Density-based User Representation using Gaussian Process Regression for Multi-interest Personalized Retrieval
by: Wu, Haolun, et al.
Published: (2023)
by: Wu, Haolun, et al.
Published: (2023)
Preference Adaptive and Sequential Text-to-Image Generation
by: Nabati, Ofir, et al.
Published: (2024)
by: Nabati, Ofir, et al.
Published: (2024)
Demystifying Embedding Spaces using Large Language Models
by: Tennenholtz, Guy, et al.
Published: (2023)
by: Tennenholtz, Guy, et al.
Published: (2023)
Descriptive History Representations: Learning Representations by Answering Questions
by: Tennenholtz, Guy, et al.
Published: (2025)
by: Tennenholtz, Guy, et al.
Published: (2025)
Aligning Recommendations with User Popularity Preferences
by: Schirmer, Mona, et al.
Published: (2026)
by: Schirmer, Mona, et al.
Published: (2026)
A Unified Model and Document Representation for On-Device Retrieval-Augmented Generation
by: Killingback, Julian, et al.
Published: (2026)
by: Killingback, Julian, et al.
Published: (2026)
FLARE: Fusing Language Models and Collaborative Architectures for Recommender Enhancement
by: Hebert, Liam, et al.
Published: (2024)
by: Hebert, Liam, et al.
Published: (2024)
DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning
by: Liang, Anthony, et al.
Published: (2024)
by: Liang, Anthony, et al.
Published: (2024)
Embedding-Aligned Language Models
by: Tennenholtz, Guy, et al.
Published: (2024)
by: Tennenholtz, Guy, et al.
Published: (2024)
Entropy Guided Diversification and Preference Elicitation in Agentic Recommendation Systems
by: Tran, Dat, et al.
Published: (2026)
by: Tran, Dat, et al.
Published: (2026)
Chapter 2 Independent Living in Central and Eastern Europe?
by: Mladenov, Teodor, et al.
Published: (2019)
by: Mladenov, Teodor, et al.
Published: (2019)
Cost-Adaptive Recourse Recommendation by Adaptive Preference Elicitation
by: Nguyen, Duy, et al.
Published: (2024)
by: Nguyen, Duy, et al.
Published: (2024)
Beyond Retrieval: Generating Narratives in Conversational Recommender Systems
by: Sayana, Krishna, et al.
Published: (2024)
by: Sayana, Krishna, et al.
Published: (2024)
Diffusion Controller: Framework, Algorithms and Parameterization
by: Yang, Tong, et al.
Published: (2026)
by: Yang, Tong, et al.
Published: (2026)
Connecting Policy Learning and Policy Conflicts: A Case Study of Water Management in Colorado
by: Emma Scheetz, et al.
Published: (2025)
by: Emma Scheetz, et al.
Published: (2025)
A First Look at Selection Bias in Preference Elicitation for Recommendation
by: Gupta, Shashank, et al.
Published: (2024)
by: Gupta, Shashank, et al.
Published: (2024)
Information Retrieval Model with Query Expansion and User Preference Profile
by: Hubert Viltres-Sala
Published: (2023)
by: Hubert Viltres-Sala
Published: (2023)
Generating Usage-related Questions for Preference Elicitation in Conversational Recommender Systems
by: Kostric, Ivica, et al.
Published: (2021)
by: Kostric, Ivica, et al.
Published: (2021)
Operational Dosage: Implications of Capacity Constraints for the Design and Interpretation of Experiments
by: Boutilier, Justin, et al.
Published: (2024)
by: Boutilier, Justin, et al.
Published: (2024)
Oracle-guided Dynamic User Preference Modeling for Sequential Recommendation
by: Xia, Jiafeng, et al.
Published: (2024)
by: Xia, Jiafeng, et al.
Published: (2024)
Bayesian Preference Elicitation with Language Models
by: Handa, Kunal, et al.
Published: (2024)
by: Handa, Kunal, et al.
Published: (2024)
Eliciting Informed Preferences
by: Camara, Modibo K., et al.
Published: (2025)
by: Camara, Modibo K., et al.
Published: (2025)
Causal Preference Elicitation
by: Bonilla, Edwin V., et al.
Published: (2026)
by: Bonilla, Edwin V., et al.
Published: (2026)
Eliciting and Distinguishing Between Weak and Incomplete Preferences: Theory, Experiment and Computation
by: Gerasimou, Georgios
Published: (2021)
by: Gerasimou, Georgios
Published: (2021)
Decisive: Guiding User Decisions with Optimal Preference Elicitation from Unstructured Documents
by: Jain, Akriti, et al.
Published: (2026)
by: Jain, Akriti, et al.
Published: (2026)
Exploiting Preference Elicitation in Interactive and User-centered Algorithmic Recourse: An Initial Exploration
by: Esfahani, Seyedehdelaram, et al.
Published: (2024)
by: Esfahani, Seyedehdelaram, et al.
Published: (2024)
Towards Aligning Personalized Conversational Recommendation Agents with Users' Privacy Preferences
by: Zhang, Shuning, et al.
Published: (2025)
by: Zhang, Shuning, et al.
Published: (2025)
Vague Preference Policy Learning for Conversational Recommendation
by: Zhang, Gangyi, et al.
Published: (2023)
by: Zhang, Gangyi, et al.
Published: (2023)
Advanced Memristor Modeling
by: Mladenov, Valeri
Published: (2022)
by: Mladenov, Valeri
Published: (2022)
Differential graded categories in holomorphic symplectic geometry
by: Mladenov, Borislav
Published: (2026)
by: Mladenov, Borislav
Published: (2026)
Formality of differential graded algebras and complex Lagrangian submanifolds
by: Mladenov, Borislav
Published: (2020)
by: Mladenov, Borislav
Published: (2020)
Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation
by: Austin, David Eric, et al.
Published: (2024)
by: Austin, David Eric, et al.
Published: (2024)
Affect-aware Cross-Domain Recommendation for Art Therapy via Music Preference Elicitation
by: Yilma, Bereket A., et al.
Published: (2025)
by: Yilma, Bereket A., et al.
Published: (2025)
Pairwise and Attribute-Aware Decision Tree-Based Preference Elicitation for Cold-Start Recommendation
by: Gharahighehi, Alireza, et al.
Published: (2025)
by: Gharahighehi, Alireza, et al.
Published: (2025)
A remark on a theorem of Narasimhan and Ramanan
by: Pine, Jagadish
Published: (2024)
by: Pine, Jagadish
Published: (2024)
“Tu eres gallo... pero la de los huevos soy yo”: Producción y género en las maquiladoras de Honduras
by: Adrienne Pine
Published: (2009)
by: Adrienne Pine
Published: (2009)
Similar Items
-
Asking Clarifying Questions for Preference Elicitation With Large Language Models
by: Montazeralghaem, Ali, et al.
Published: (2025) -
Controllable User Simulation
by: Tennenholtz, Guy, et al.
Published: (2026) -
Synthetic Dialogue Generation for Interactive Conversational Elicitation & Recommendation (ICER)
by: Ryu, Moonkyung, et al.
Published: (2025) -
ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders
by: Meshi, Ofer, et al.
Published: (2026) -
Density-based User Representation using Gaussian Process Regression for Multi-interest Personalized Retrieval
by: Wu, Haolun, et al.
Published: (2023)