Awesome-Generative-RecSys

A curated list of awesome Generative Recommender Systems - by Jihoo Kim

Research

	Title	PublishedAt	Paper	Code
1	GPT4Rec: A Generative Framework for Personalized Recommendation and User Interests Interpretation	Preprint'23	arXiv
2	Generative Recommendation: Towards Next-generation Recommender Paradigm	Preprint'23	arXiv	Github
3	DiffuRec: A Diffusion Model for Sequential Recommendation	Preprint'23	arXiv
4	Sequential Recommendation with Diffusion Models	Preprint'23	arXiv
5	Creating Synthetic Datasets for Collaborative Filtering Recommender Systems using Generative Adversarial Networks	Preprint'23	arXiv
6	Recommender Systems with Generative Retrieval	Preprint'23	PDF
7	Diffusion Recommender Model	SIGIR'23	arXiv	Github
8	Blurring-Sharpening Process Models for Collaborative Filtering	SIGIR'23	arXiv	Github
9	IDNP: Interest Dynamics Modeling Using Generative Neural Processes for Sequential Recommendation	WSDM'23	arXiv
10	Generative Slate Recommendation with Reinforcement Learning	WSDM'23	arXiv	Github
11	Generative Session-based Recommendation	WWW'22	dl.acm
12	Generative Adversarial Zero-Shot Learning for Cold-Start News Recommendation	CIKM'22	dl.acm
13	VAE-IPS: A Deep Generative Recommendation Method for Unbiased Learning from Implicit Feedback	RecSys'22	PDF
14	From Abstract to Details: A Generative Multimodal Fusion Framework for Recommendation	MM'22	dl.acm
15	Privacy-Preserving Synthetic Data Generation for Recommendation Systems	SIGIR'22	arXiv	Github
16	Generative Adversarial Framework for Cold-Start Item Recommendation	SIGIR'22	dl.acm	Github
17	M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems	Preprint'22	arXiv
18	PURE: Positive-Unlabeled Recommendation with Generative Adversarial Network	KDD'21	PDF
19	PRGAN: Personalized Recommendation with Conditional Generative Adversarial Networks	ICDM'21	ieee
20	Generative Inverse Deep Reinforcement Learning for Online Recommendation	CIKM'21	arXiv
21	Learning an Adaptive Meta Model-Generator for Incrementally Updating Recommender Systems	RecSys'21	arXiv	Github
22	What Users Want? WARHOL: A Generative Model for Recommendation	RecSys'21	arXiv
23	Variation Control and Evaluation for Generative Slate Recommendations	WWW'21	arXiv	Github
24	Learning to Recommend from Sparse Data via Generative User Feedback Authors	AAAI'21	arXiv
25	Interpretable Deep Generative Recommendation Models	JMLR'21	PDF
26	GRN: Generative Rerank Network for Context-wise Recommendation	Preprint'21	arXiv
27	Sampling-Decomposable Generative Adversarial Recommender	NeurIPS'20	arXiv
28	Exploring Missing Interactions: A Convolutional Generative Adversarial Network for Collaborative Filtering	CIKM'20	dl.acm
29	Deep Global and Local Generative Model for Recommendation	WWW'20	dl.acm
30	AR-CF: Augmenting Virtual Users and Items in Collaborative Filtering for Addressing Cold-Start Problems	SIGIR'20	PDF
31	Rating Augmentation with Generative Adversarial Networks towards Accurate Collaborative Filtering	WWW'19	dl.acm
32	CnGAN: Generative Adversarial Networks for Cross-network user preference generation for non-overlapped users	WWW'19	arXiv
33	A Simple Convolutional Generative Network for Next Item Recommendation	WSDM'19	arXiv
34	Generating Reliable Friends via Adversarial Training to Improve Social Recommendation	ICDM'19	arXiv	Github
35	Generative Adversarial User Model for Reinforcement Learning Based Recommendation System	ICML'19	PDF	Github
36	Enhancing Collaborative Filtering with Generative Augmentation	KDD'19	dl.acm
37	A Deep Generative Approach to Search Extrapolation and Recommendation	KDD'19	PDF	Github
38	A Generative Model for Review-Based Recommendations	RecSys'19	dl.acm
39	Deep Generative Ranking for Personalized Recommendation	RecSys'19	dl.acm
40	RecGAN: Recurrent Generative Adversarial Networks for Recommendation Systems	RecSys'18	PDF
41	CFGAN: A Generic Collaborative Filtering Framework based on Generative Adversarial Networks	CIKM'18	dl.acm
42	Compatibility Family Learning for Item Recommendation and Generation	AAAI'18	arXiv
43	GraphGAN: Graph Representation Learning with Generative Adversarial Nets	AAAI'18	arXiv	Github
44	IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models	SIGIR'17	arXiv	Github
45	Mobi-SAGE: A Sparse Additive Generative Model for Mobile App Recommendation	ICDE'17	ieee
46	Visually-Aware Fashion Recommendation and Design with Generative Image Models	ICDM'17	arXiv	Github
47	Tag2Word: Using Tags to Generate Words for Content Based Tag Recommendation	CIKM'16	dl.acm
48	Multi-Word Generative Query Recommendation Using Topic Modeling	RecSys'16	dl.acm
49	Geo-SAGE: A Geographical Sparse Additive Generative Model for Spatial Item Recommendation	KDD'15	arXiv
50	COM: a Generative Model for Group Recommendation	KDD'14	dl.acm
51	Exploring Social Influence for Recommendation - A Generative Model Approach	SIGIR'12	arXiv