| A Literature Review on Simulation in Conversational Recommender Systems | Jun 25, 2025 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent | Jun 17, 2025 | Conversational Recommendation | —Unverified | 0 |
| Conversational Recommendation System using NLP and Sentiment Analysis | May 17, 2025 | Conversational RecommendationDynamic Time Warping | —Unverified | 0 |
| Minimally Supervised Hierarchical Domain Intent Learning for CRS | May 4, 2025 | ClusteringConversational Recommendation | —Unverified | 0 |
| Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User | Apr 29, 2025 | AttributeConversational Recommendation | —Unverified | 0 |
| MATCHA: Can Multi-Agent Collaboration Build a Trustworthy Conversational Recommender? | Apr 26, 2025 | Conversational RecommendationDiversity | —Unverified | 0 |
| Beyond Whole Dialogue Modeling: Contextual Disentanglement for Conversational Recommendation | Apr 24, 2025 | Conversational Recommendationcounterfactual | —Unverified | 0 |
| HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models | Apr 20, 2025 | Conversational RecommendationExplainable Recommendation | —Unverified | 0 |
| Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models | Apr 9, 2025 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation | Mar 30, 2025 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 |
| Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences | Mar 27, 2025 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 |
| MemInsight: Autonomous Memory Augmentation for LLM Agents | Mar 27, 2025 | Conversational RecommendationLanguage Modeling | —Unverified | 0 |
| REGEN: A Dataset and Benchmarks with Natural Language Critiques and Narratives | Mar 14, 2025 | Conversational Recommendation | —Unverified | 0 |
| Harmonizing Large Language Models with Collaborative Behavioral Signals for Conversational Recommendation | Mar 12, 2025 | Collaborative FilteringConversational Recommendation | CodeCode Available | 0 |
| Graph Retrieval-Augmented LLM for Conversational Recommendation Systems | Mar 9, 2025 | Conversational RecommendationIn-Context Learning | —Unverified | 0 |
| Federated Conversational Recommender System | Mar 2, 2025 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems | Feb 19, 2025 | Collaborative FilteringConversational Recommendation | CodeCode Available | 1 |
| TALKPLAY: Multimodal Music Recommendation with Large Language Models | Feb 19, 2025 | Conversational RecommendationInstruction Following | —Unverified | 0 |
| STAMPsy: Towards SpatioTemporal-Aware Mixed-Type Dialogues for Psychological Counseling | Dec 21, 2024 | Conversational RecommendationDialogue Generation | —Unverified | 0 |
| Bridging Conversational and Collaborative Signals for Conversational Recommendation | Dec 9, 2024 | Collaborative FilteringConversational Recommendation | —Unverified | 0 |
| Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling | Dec 3, 2024 | Conversational RecommendationKnowledge Graphs | —Unverified | 0 |
| OMuleT: Orchestrating Multiple Tools for Practicable Conversational Recommendation | Nov 28, 2024 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Unveiling User Preferences: A Knowledge Graph and LLM-Driven Approach for Conversational Recommendation | Nov 16, 2024 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 0 |
| Beyond Retrieval: Generating Narratives in Conversational Recommender Systems | Oct 22, 2024 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search | Oct 12, 2024 | Conversational RecommendationConversational Search | CodeCode Available | 0 |
| 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 |