yoony02 / recsys_papers

This repository contains my summaries of various academic papers I have read.

Recommendation Papers

Next-Item Recommendation

Squential Recommendation and Session-based Recommendation

Conference	Title	Links
ICDM '18	SASrec : Self-Attentive Sequential Recommendation [paper] [code]	notion
CIKM '20	Star Graph Neural Networks for Session-based Recommendation [paper] [code]	notion
SIGIR '20 (short)	TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation [paper] [code]	notion
SIGIR '20	LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation [paper] [code]	notion
KDD '20	Handling Information Loss of Graph Neural Networks for Session-based Recommendation [paper] [code]	notion
RecSys '20	Long-tail Session-based Recommendation [paper]	iislab seminar
AAAI '21	Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation [paper] [code]	iislab seminar
WWW '21	DGCN: Diversified Recommendation with Graph Convolution Networks [paper] [code]	iislab seminar
arXiv '21	Improved Representation Learning for Session-based Recommendation [paper] [code]	iislab seminar
SIGIR '21	Sequential Recommendation with Graph Neural Networks [paper] [code] (tensorflow)	notion
SIGIR '21	Dual Attention Transfer in Session-based Recommendation with Multi-dimensional Integration [paper]	iislab seminar
CIKM '21 (short)	CauSeR: Causal Session-based Recommendations for Handling Popularity Bias [paper]	notion
AAAI '22 DGL (workshop)	SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning [paper]	iislab seminar
SIGIR '22	Are Graph Augmentations Necessary? Simple Graph Contrastive Learning for Recommendation [paper] [code]	iislab seminar
SIGIR '22	Multi-Faceted Global Item Relation Learning for Session-Based Recommendation [paper] [code]	iislab seminar
SIGIR '22 (short)	CORE: Simple and Effective Session-based Recommendation within Consistent Representation Space [paper] [code]	iislab seminar
CIKM '22	A Relevant and Diverse Retrieval-enhanced Data Augmentation Framework for Sequential Recommendation [paper]	notion
CIKM '22	Memory Bank Augmented Long-tail Sequential Recommendation [paper] [code]	iislab seminar

Long-tail Classification

Conference	Title	Links
ICRL 2021	Long-tail Learning via Logit Adjustment [paper] [code]	notion