| Toward Knowledge-Enriched Conversational Recommendation Systems | May 1, 2022 | Conversational RecommendationKnowledge Graphs | —Unverified | 0 |
| Towards Multi-Subsession Conversational Recommendation | Oct 20, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Towards Policy-Guided Conversational Recommendation with Dialogue Acts | Jan 16, 2022 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Understanding User Satisfaction with Task-oriented Dialogue Systems | Apr 26, 2022 | Conversational RecommendationTask-Oriented Dialogue Systems | —Unverified | 0 |
| U-NEED: A Fine-grained Dataset for User Needs-Centric E-commerce Conversational Recommendation | May 5, 2023 | Conversational RecommendationDialogue Evaluation | —Unverified | 0 |
| Unified Conversational Recommendation Policy Learning via Graph-based Reinforcement Learning | May 20, 2021 | AttributeConversational Recommendation | —Unverified | 0 |
| Unintended Bias in Language Model-driven Conversational Recommendation | Jan 17, 2022 | Conversational RecommendationLanguage Modeling | —Unverified | 0 |
| User Memory Reasoning for Conversational Recommendation | May 30, 2020 | Conversational Recommendation | —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 |
| Learning to Ask Appropriate Questions in Conversational Recommendation | May 11, 2021 | Conversational RecommendationQuestion Generation | —Unverified | 0 |
| Lending Interaction Wings to Recommender Systems with Conversational Agents | Oct 6, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Knowledge Graph-enhanced Sampling for Conversational Recommender System | Oct 13, 2021 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search | Oct 12, 2024 | Conversational RecommendationConversational Search | CodeCode Available | 0 |
| Harmonizing Large Language Models with Collaborative Behavioral Signals for Conversational Recommendation | Mar 12, 2025 | Collaborative FilteringConversational Recommendation | CodeCode Available | 0 |
| Category Aware Explainable Conversational Recommendation | Mar 15, 2021 | Conversational Recommendation | CodeCode Available | 0 |
| Unveiling User Preferences: A Knowledge Graph and LLM-Driven Approach for Conversational Recommendation | Nov 16, 2024 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 0 |
| Towards Retrieval-based Conversational Recommendation | Sep 6, 2021 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| “It doesn’t look good for a date”: Transforming Critiques into Preferences for Conversational Recommendation Systems | Nov 1, 2021 | Common Sense ReasoningConversational Recommendation | CodeCode Available | 0 |
| Conversational Recommender System | Jun 8, 2018 | Conversational RecommendationDeep Reinforcement Learning | CodeCode Available | 0 |
| Metaphorical User Simulators for Evaluating Task-oriented Dialogue Systems | Apr 2, 2022 | Conversational RecommendationTask-Oriented Dialogue Systems | CodeCode Available | 0 |
| Meta Policy Learning for Cold-Start Conversational Recommendation | May 24, 2022 | Conversational RecommendationMeta Reinforcement Learning | CodeCode Available | 0 |
| TREA: Tree-Structure Reasoning Schema for Conversational Recommendation | Jul 20, 2023 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 0 |
| Conversational Dueling Bandits in Generalized Linear Models | Jul 26, 2024 | Conversational RecommendationInformativeness | CodeCode Available | 0 |
| Suggest me a movie for tonight: Leveraging Knowledge Graphs for Conversational Recommendation | Dec 1, 2020 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 0 |
| "It doesn't look good for a date": Transforming Critiques into Preferences for Conversational Recommendation Systems | Sep 15, 2021 | Common Sense ReasoningConversational Recommendation | CodeCode Available | 0 |
| INSPIRED2: An Improved Dataset for Sociable Conversational Recommendation | Aug 8, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| Multi-grained Hypergraph Interest Modeling for Conversational Recommendation | May 4, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| You Sound Like Someone Who Watches Drama Movies: Towards Predicting Movie Preferences from Conversational Interactions | Jun 1, 2021 | Collaborative FilteringConversational Recommendation | CodeCode Available | 0 |
| Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors | Apr 4, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| Multi-view Hypergraph Contrastive Policy Learning for Conversational Recommendation | Jul 26, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| INFACT: An Online Human Evaluation Framework for Conversational Recommendation | Sep 7, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation | Oct 27, 2023 | Conversational RecommendationDiversity | CodeCode Available | 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 |
| Prescriptive Process Monitoring in Intelligent Process Automation with Chatbot Orchestration | Dec 13, 2022 | ChatbotConversational Recommendation | CodeCode Available | 0 |
| Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data Augmentation | Oct 25, 2023 | Conversational RecommendationData Augmentation | CodeCode Available | 0 |
| Towards Deep Conversational Recommendations | Dec 18, 2018 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| Dual-space Hierarchical Learning for Goal-guided Conversational Recommendation | Dec 30, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| Identifying Breakdowns in Conversational Recommender Systems using User Simulation | May 23, 2024 | Conversational RecommendationDiagnostic | 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 |