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주차
주차별 내용
자료
발표자
대분류
세분류
학회
연도
main
2022/01/08
1주차
첫번째 만남!
Open
GBRS LAB_1주차 만남.pdf
김상원
1주차_과제
특강 요약(각자)
Open
모두
2022/01/15
2주차
NGCF
Open
https://arxiv.org/abs/1905.08108
NGCF.pdf
이현인
GCN
알고리즘
2022/01/15
2주차
PinSage
Open
https://arxiv.org/pdf/1806.01973.pdf
PinSage 리뷰.pdf
김현우
GraphSage
알고리즘
2022/01/15
2주차
LightGCN
Open
https://arxiv.org/pdf/2002.02126.pdf
[이은경] lightGCN.pdf
이은경
GCN
경량화
2주차
추천시스템의 평가지표
Open
2주차
추천시스템 논문의 데이터셋
Open
2022/01/22
3주차
KGAT: Knowledge Graph Attention Network for Recommendation
Open
https://arxiv.org/pdf/2001.10167.pdf
KGAT.pdf
임진수
KnowledgeGraph
알고리즘
KDD
2019
2022/01/22
3주차
Revisiting Graph based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach
Open
https://arxiv.org/pdf/2001.10167.pdf
LR-GCCF_변호윤.pdf
변호윤
GCN
Applications
AAAI
2020
2022/01/22
3주차
Knowledge Graph의 기본개념
Open
2022/01/29
4주차
CS224W Study로 대체
Open
2022/02/05
5주차
Knowledge Graph Convolution Networks for Recommendation systems
Open
Knowledge_Graph_Convolutional_Networks_for_Recommender_Systems.pdf
KGCN.pptx
조아
KnowledgeGraph
알고리즘
WWW
2019
2022/02/05
5주차
Explainable Reasoning over Knowledge Graphs for Recommendation
Open
https://arxiv.org/abs/1811.04540
Explainable Reasoning over Knowledge Graphs for Recommendation_김주연.pdf
김주연
KnowledgeGraph
알고리즘
AAAI
2019
2022/02/12
6주차
Inductive Matrix Completion Based on Graph Neural Networks
Open
IGMC.pdf
이영수
Graph-level GNN
알고리즘
CIKM
2021
2022/02/12
6주차
Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation
Open
MKR_0212.pdf
김정규
KnowledgeGraph
Graph Embedding
WWW
2019
2022/02/19
7주차
Neural Graph Matching based Collaborative Filtering
Open
https://arxiv.org/pdf/2105.04067.pdf
강석우
SIGIR
2021
2022/02/19
7주차
GRAPH-BERT
Open
https://arxiv.org/pdf/2001.05140.pdf
참고용(not 추천논문)
2022/02/26
8주차
Self-supervised graph learning for recommendation
Open
Self-supervised graph learning for recommendation.pdf
https://dl.acm.org/doi/abs/10.1145/3404835.3462862
김현우
GCN
Self-Supervised Learning
SIGIR
2022/02/26
8주차
Sequential Recommendation with Graph Neural Networks
Open
https://arxiv.org/pdf/2106.14226.pdf
SURGE.pdf
변호윤
GCN
Sequential
SIGIR
2021
2022/03/05
9주차
Alleviating Cold-Start Problems in Recommendation through Pseudo-Labelling over Knowledge Graph
Open
Alleviating Cold-Start Problems in Recommendation through Pseudo-Labelling over Knowledge Graph_김주연.pdf
https://dl.acm.org/doi/pdf/10.1145/3437963.3441773
김주연
KnowledgeGraph
Self-Supervised Learning
WSDM
2021
2022/03/05
9주차
Knowledge Graph Attention for Sequential Recommendations
Open
Knowledge Graph Attention for Sequential Recommendations.pdf
이은경
KnowledgeGraph
Sequential
ACM
2021
2022/03/12
10주차
Self-Supervised Graph Co-Training for Session-based Recommendation
Open
CoTREC.pdf
https://arxiv.org/pdf/2108.10560.pdf
임진수
Session
CIKM
2021
2022/03/12
10주차
Learning Intents behind Interactions with Knowledge Graph for Recommendation
Open
https://arxiv.org/pdf/2102.07057.pdf
김정규
KnowledgeGraph
WWW
2021
2022/03/19
11주차
DGCN: Diversified Recommendation with Graph Convolutional Networks
Open
DGCN.pdf
조아
WWW
2021
2022/03/19
11주차
Price-aware Recommendation with Graph Convolution Networks
Open
Pup.pdf
PUP_리뷰_강석우.pdf
강석우
ICDE
2020
2022/03/26
12주차
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation
Open
UltraGCN Ultra Simplification of Graph Convolutional Networks for Recommendation.pdf
Ultra-GCN 이영수.pdf
이영수
GCN
경량화
CIKM
2022/03/26
12주차
Learning Multi-granularity Consecutive User Intent Unit for Session-based Recommendation
Open
https://arxiv.org/abs/2112.13197
김상원
Session
WSDM
2022
COUNT27