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Conversational_Recommendation System research Papers (from top conf/journals).

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Conversational_RS_Papers

Conversational_Recommendation System research Papers (from top conf/journals).

This repo mainly collects some papers on the Conversational Recommendation System research from the top conference (e.g. KDD, CIKM and AAAI) and journals.

We will update the latest published papers from time to time...

Survey & Tutorials

Title Key contributions Source Chinese Blog
Advances and Challenges in Conversational Recommender Systems: A Survey
sigir'2020

Research Paper List

Title Recommender What to Ask Agent Module Source Chinese Blog
Dynamic Critiquing
Estimation–Action–Reflection: Towards Deep Interaction Between Conversational and Recommender Systems KDD'2020 jianshu
Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion Graph-based embeddings for user-item matching KG-enhanced response generation (generation-based method) KG-based dialogue system KDD'2020 jianshu
Towards Question-based Recommender System Matrix Factorization (online & offline) What to Ask: descriptive item features Question learning: Dir distribution SIGIR'2020 jianshu
Unified Conversational Recommendation Policy Learning via Graph-based Reinforcement Learning SIGIR'2021 jianshu
Learning to Ask Appropriate Questions in Conversational Recommendation SIGIR'2021 jianshu
HOOPS: Human-in-the-Loop Graph Reasoning for Conversational Recommendation SIGIR'2021

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