yoony02 / recsys_papers

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

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

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

About

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