| 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 |
| Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation | May 2, 2024 | Bayesian OptimizationConversational Recommendation | —Unverified | 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 |
| 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 |
| 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 |
| Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation | Oct 27, 2023 | Conversational RecommendationDiversity | 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 |
| Long Short-Term Planning for Conversational Recommendation Systems | Oct 23, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Towards Multi-Subsession Conversational Recommendation | Oct 20, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Lending Interaction Wings to Recommender Systems with Conversational Agents | Oct 6, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Multi-view Hypergraph Contrastive Policy Learning for Conversational Recommendation | Jul 26, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| TREA: Tree-Structure Reasoning Schema for Conversational Recommendation | Jul 20, 2023 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 0 |
| AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets | Jun 16, 2023 | Conversational RecommendationKnowledge Graphs | —Unverified | 0 |
| Vague Preference Policy Learning for Conversational Recommendation | Jun 7, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Conversational Recommendation as Retrieval: A Simple, Strong Baseline | May 23, 2023 | Conversational RecommendationData Augmentation | —Unverified | 0 |
| Multi-Task End-to-End Training Improves Conversational Recommendation | May 8, 2023 | Conversational RecommendationDialogue Management | —Unverified | 0 |
| U-NEED: A Fine-grained Dataset for User Needs-Centric E-commerce Conversational Recommendation | May 5, 2023 | Conversational RecommendationDialogue Evaluation | —Unverified | 0 |
| Multi-grained Hypergraph Interest Modeling for Conversational Recommendation | May 4, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| Explicit Knowledge Graph Reasoning for Conversational Recommendation | May 1, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Improving Items and Contexts Understanding with Descriptive Graph for Conversational Recommendation | Apr 11, 2023 | BenchmarkingConversational Recommendation | —Unverified | 0 |
| Enhancing User Personalization in Conversational Recommenders | Feb 13, 2023 | AttributeConversational Recommendation | —Unverified | 0 |
| Prescriptive Process Monitoring in Intelligent Process Automation with Chatbot Orchestration | Dec 13, 2022 | ChatbotConversational Recommendation | CodeCode Available | 0 |
| Aligning Recommendation and Conversation via Dual Imitation | Nov 5, 2022 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| CR-GIS: Improving Conversational Recommendation via Goal-aware Interest Sequence Modeling | Oct 1, 2022 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| INFACT: An Online Human Evaluation Framework for Conversational Recommendation | Sep 7, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| EGCR: Explanation Generation for Conversational Recommendation | Aug 17, 2022 | Conversational RecommendationExplanation Generation | —Unverified | 0 |
| INSPIRED2: An Improved Dataset for Sociable Conversational Recommendation | Aug 8, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 |
| Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information | Jul 1, 2022 | Conversational RecommendationKnowledge Graphs | —Unverified | 0 |
| Minimalist and High-performance Conversational Recommendation with Uncertainty Estimation for User Preference | Jun 29, 2022 | AttributeConversational Recommendation | —Unverified | 0 |
| E-ConvRec: A Large-Scale Conversational Recommendation Dataset for E-Commerce Customer Service | Jun 1, 2022 | Conversational RecommendationDialogue Management | —Unverified | 0 |
| Meta Policy Learning for Cold-Start Conversational Recommendation | May 24, 2022 | Conversational RecommendationMeta Reinforcement Learning | CodeCode Available | 0 |
| M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems | May 17, 2022 | Computational EfficiencyConversational Recommendation | —Unverified | 0 |
| Toward Knowledge-Enriched Conversational Recommendation Systems | May 1, 2022 | Conversational RecommendationKnowledge Graphs | —Unverified | 0 |
| Understanding User Satisfaction with Task-oriented Dialogue Systems | Apr 26, 2022 | Conversational RecommendationTask-Oriented Dialogue Systems | —Unverified | 0 |
| Metaphorical User Simulators for Evaluating Task-oriented Dialogue Systems | Apr 2, 2022 | Conversational RecommendationTask-Oriented Dialogue Systems | CodeCode Available | 0 |
| BARCOR: Towards A Unified Framework for Conversational Recommendation Systems | Mar 27, 2022 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |