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Does Learning Require Memorization? A Short Tale about a Long Tail
RobustLearning
DomainAdaption
2020
ACM
Memory
theoretical
theory
wow
Improving the Learning Speed of 2-Layer Neural Networks by Choosing Initial Values of the Adaptive W
NeuralNetworks
interval-based
mlp
novel
seminal
theoretical
initalization
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation
RobustLearning
DomainAdaption
2020
Memory
NIPS
theoretical
wow
longtail
Denoising Diffusion Probabilistic Models (DDPM)
AutoEncoder
2020
NIPS
wow
probabilistic
denoising
diffusion
theoretical
Generative Modeling by Estimating Gradients of the Data Distribution
AutoEncoder
seminal
2019
denoising
NIPS
wow
scorematching
Langevindynamics
theoretical
Double Descent in Adversarial Training: An Implicit Label Noise Perspective
RobustLearning
2022
adversarial
ICLR
Optimization
seminal
theoretical
wow
overfitting
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
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