0215arthur/conversational_rs_papers

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

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