| Self-Updatable Large Language Models with Parameter Integration | Oct 1, 2024 | Continual LearningConversational Recommendation | —Unverified | 0 |
| Conversational Dueling Bandits in Generalized Linear Models | Jul 26, 2024 | Conversational RecommendationInformativeness | CodeCode Available | 0 |
| All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era | Jul 14, 2024 | AllConversational Recommendation | —Unverified | 0 |
| Item-Language Model for Conversational Recommendation | Jun 5, 2024 | Conversational RecommendationDialogue Understanding | —Unverified | 0 |
| MobileConvRec: A Conversational Dataset for Mobile Apps Recommendations | May 28, 2024 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Identifying Breakdowns in Conversational Recommender Systems using User Simulation | May 23, 2024 | Conversational RecommendationDiagnostic | CodeCode Available | 0 |
| Imagery as Inquiry: Exploring A Multimodal Dataset for Conversational Recommendation | May 23, 2024 | Conversational RecommendationMultiple-choice | —Unverified | 0 |
| Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation | May 20, 2024 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems | May 13, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 |
| Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation | May 2, 2024 | Bayesian OptimizationConversational Recommendation | —Unverified | 0 |
| Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommender Systems | Apr 17, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 2 |
| Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors | Apr 4, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| How Reliable is Your Simulator? Analysis on the Limitations of Current LLM-based User Simulators for Conversational Recommendation | Mar 25, 2024 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation | Mar 13, 2024 | Conversational RecommendationModel Selection | CodeCode Available | 0 |
| Pearl: A Review-driven Persona-Knowledge Grounded Conversational Recommendation Dataset | Mar 7, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| IAI MovieBot 2.0: An Enhanced Research Platform with Trainable Neural Components and Transparent User Modeling | Mar 1, 2024 | Conversational RecommendationDialogue Management | CodeCode Available | 0 |
| RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface | Feb 23, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 |
| MACRec: a Multi-Agent Collaboration Framework for Recommendation | Feb 23, 2024 | Conversational RecommendationDecision Making | CodeCode Available | 2 |
| A Multi-Agent Conversational Recommender System | Feb 2, 2024 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| What Else Would I Like? A User Simulator using Alternatives for Improved Evaluation of Fashion Conversational Recommendation Systems | Jan 11, 2024 | Conversational RecommendationImage Captioning | —Unverified | 0 |
| ChatGPT for Conversational Recommendation: Refining Recommendations by Reprompting with Feedback | Jan 7, 2024 | Conversational RecommendationPrompt Engineering | —Unverified | 0 |
| Dual-space Hierarchical Learning for Goal-guided Conversational Recommendation | Dec 30, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| CoRE-CoG: Conversational Recommendation of Entities using Constrained Generation | Nov 14, 2023 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation | Oct 27, 2023 | AttributeConversational Recommendation | CodeCode Available | 1 |
| Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation | Oct 27, 2023 | Conversational RecommendationDiversity | CodeCode Available | 0 |