| 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 |
| Large Language Models as Zero-Shot Conversational Recommenders | Aug 19, 2023 | Conversational Recommendation | CodeCode Available | 1 |
| 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 |
| DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI | Jul 19, 2023 | Conversational RecommendationDiversity | CodeCode Available | 2 |
| 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 |
| Improving Conversational Recommendation Systems via Counterfactual Data Simulation | Jun 5, 2023 | Conversational Recommendationcounterfactual | CodeCode Available | 1 |
| Conversational Recommendation as Retrieval: A Simple, Strong Baseline | May 23, 2023 | Conversational RecommendationData Augmentation | —Unverified | 0 |
| Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models | May 22, 2023 | Conversational RecommendationExplanation Generation | CodeCode Available | 1 |
| 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 |
| Towards Hierarchical Policy Learning for Conversational Recommendation with Hypergraph-based Reinforcement Learning | May 4, 2023 | AttributeConversational Recommendation | CodeCode Available | 1 |
| 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 |
| Variational Reasoning over Incomplete Knowledge Graphs for Conversational Recommendation | Dec 22, 2022 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 1 |
| 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 |
| Bundle MCR: Towards Conversational Bundle Recommendation | Jul 26, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 |
| 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 |
| User-Centric Conversational Recommendation with Multi-Aspect User Modeling | Apr 20, 2022 | Conversational RecommendationDialogue Generation | CodeCode Available | 1 |
| 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 |
| Conversational Recommendation: A Grand AI Challenge | Mar 17, 2022 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| KuaiRec: A Fully-observed Dataset and Insights for Evaluating Recommender Systems | Feb 22, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 2 |
| Conversational Information Seeking | Jan 21, 2022 | Conversational Question AnsweringConversational Recommendation | —Unverified | 0 |
| Unintended Bias in Language Model-driven Conversational Recommendation | Jan 17, 2022 | Conversational RecommendationLanguage Modeling | —Unverified | 0 |
| Self-Supervised Bot Play for Transcript-Free Conversational Recommendation with Justification | Jan 16, 2022 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information | Jan 16, 2022 | Conversational RecommendationKnowledge Graphs | —Unverified | 0 |
| Towards Policy-Guided Conversational Recommendation with Dialogue Acts | Jan 16, 2022 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Multiple Choice Questions based Multi-Interest Policy Learning for Conversational Recommendation | Dec 22, 2021 | AttributeConversational Recommendation | CodeCode Available | 1 |
| Self-supervised clarification question generation for ambiguous multi-turn conversation | Dec 17, 2021 | Conversational RecommendationQuestion Generation | —Unverified | 0 |
| Improving Conversational Recommendation Systems' Quality with Context-Aware Item Meta Information | Dec 15, 2021 | Conversational RecommendationLanguage Modeling | CodeCode Available | 1 |
| Self-Supervised Bot Play for Conversational Recommendation with Justifications | Dec 9, 2021 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |
| Dual-space Hierarchical Learning for Goal-guided Conversational Recommendation | Nov 16, 2021 | Conversational RecommendationRecommendation Systems | —Unverified | 0 |