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Towards the Memorization Effect of Neural Networks in Adversarial Training
RobustLearning
2022
adversarial
heuristic
ICLR
Memory
wow
LTD: Low Temperature Distillation for Robust Adversarial Training
RobustLearning
adversarial
2021
distillation
emmm
arXiv
heuristic
DropAttack: A Masked Weight Adversarial Training Method to Improve Generalization of Neural Networks
RobustLearning
2022
adversarial
emmm
heuristic
ICLR
Dropout
Optimization
A Weight Value Initialization Method for Improving Learning Performance of the Backpropagation Algor
NeuralNetworks
emmm
heuristic
initalization
Feedforward Networks Training Speed Enhancement by Optimal Initialization of the Synaptic Coefficien
NeuralNetworks
2001
emmm
heuristic
IEEE
initalization
interval-based
Avoiding False Local Minima by Proper Initialization of Connections
NeuralNetworks
heuristic
initalization
interval-based
novel
1992
Exploring Memorization in Adversarial Training
RobustLearning
2022
adversarial
emmm
heuristic
ICLR
Memory
Optimization
Flooding-X: Improving BERT’s Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning
RobustLearning
2022
ACL
adversarial
heuristic
novel
smoothing
flooding
Amazon.com Recommendations Item-to-Item Collaborative Filtering
RecommenderSystems
2003
CF
emmm
heuristic
IEEE
Do We Need Zero Training Loss After Achieving Zero Training Error?
NeuralNetworks
2020
emmm
heuristic
ICML
overfitting
smoothing
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
FairRec: Fairness-aware News Recommendation with Decomposed Adversarial Learning
RobustLearning
RecommenderSystems
2021
AAAI
emmm
fairness
heuristic
news
Learning from Labeled and Unlabeled Data with Label Propagation
杂学
2002
graph
heuristic
novel
randomwalk
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
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
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