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Amazon.com Recommendations Item-to-Item Collaborative Filtering
RecommenderSystems
2003
CF
emmm
heuristic
IEEE
AutoRec: Autoencoders Meet Collaborative Filtering
AutoEncoder
RecommenderSystems
2015
emmm
heuristic
seminal
WWW
CF
Learning to Augment for Casual User Recommendation
RecommenderSystems
2022
augmentation
emmm
heuristic
WWW
Deep Crossing: Web-Scale Modeling without Manually Crafted Combinatorial Features
RecommenderSystems
2016
empirical
novel
seminal
SIGKDD
CTR
FairRec: Fairness-aware News Recommendation with Decomposed Adversarial Learning
RobustLearning
RecommenderSystems
2021
AAAI
emmm
fairness
heuristic
news
How Powerful is Graph Convolution for Recommendation?
RepresentationLearni
RecommenderSystems
2021
graph
seminal
wow
theoretical
CIKM
Graph Embedding for Recommendation against Attribute Inference Attacks
RobustLearning
RecommenderSystems
2021
graph
novel
theoretical
WWW
differentialprivacy
Causal Representation Learning for Out-of-Distribution Recommendation
CausalInference
RecommenderSystems
2022
heuristic
novel
WWW
OOD
CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender Systems
RobustLearning
RecommenderSystems
2022
emmm
heuristic
SIGIR
fairness
推荐系统数据集
RecommenderSystems
Fairness among New Items in Cold Start Recommender Systems
RobustLearning
RecommenderSystems
2021
fairness
heuristic
novel
seminal
SIGIR
coldstart
Model-Agnostic Counterfactual Reasoning for Eliminating Popularity Bias in Recommender System
CausalInference
RecommenderSystems
2021
heuristic
novel
SIGKDD
bias
Attacking Recommender Systems with Augmented User Profiles
GAN
RobustLearning
RecommenderSystems
2020
adversarial
attack
emmm
heuristic
CIKM
Catch the Black Sheep: Unified Framework for Shilling Attack Detection Based on Fraudulent Action Pr
RobustLearning
RecommenderSystems
2015
adversarial
graph
heuristic
IJCAI
novel
detection
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
RecommenderSystems
2017
CTR
FM
heuristic
IJCAI
novel
seminal
Neural Factorization Machines for Sparse Predictive Analytics
RecommenderSystems
2017
CTR
emmm
FM
heuristic
SIGIR
Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networ
RecommenderSystems
2017
attention
FM
heuristic
IJCAI
novel
seminal
Adversarial Personalized Ranking for Recommendation
RobustLearning
RecommenderSystems
2018
adversarial
emmm
heuristic
SIGIR
MF
Practical Data Poisoning Attack against Next-Item Recommendation
RobustLearning
RecommenderSystems
2020
adversarial
attack
heuristic
novel
WWW
black-box
Graph Convolutional Matrix Completion
RecommenderSystems
2017
empirical
GCN
graph
novel
SIGKDD
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