Yingyi Chen
5 papers · 2021–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(15)
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Hot Topic Early Bird
Venues
Top co-authors
Research topics
Machine Learning
(5)
Core Methods
(4)
Optimization & Theory · Machine Learning
(4)
Deep Learning
(3)
Architectures
(2)
Techniques
(2)
Artificial Intelligence
(1)
Mathematics & Optimization
(1)
Core AI
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Mathematics
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
singular value decomposition
(2)
robust optimization
(1)
kernel principal component analysis
(1)
model robustness
(1)
model architecture
(1)
low-rank approximation
(1)
label noise
(1)
reproducing kernel hilbert space
(1)
empirical evaluation
(1)
nyström method
(1)
deep neural network
(1)
random feature
(1)
uncertainty estimation
(1)
evidence lower bound
(1)
self attention
(1)
failure prediction
(1)
kernel machine
(1)
positive decomposition
(1)
kernel methods
(1)
model regularization
(1)
Papers
Learning in Feature Spaces via Coupled Covariances: Asymmetric Kernel SVD and Nyström method
ICML 2024
Self-Attention through Kernel-Eigen Pair Sparse Variational Gaussian Processes
ICML 2024
SURE: SUrvey REcipes for building reliable and robust deep networks
CVPR 2024
Primal-Attention: Self-attention through Asymmetric Kernel SVD in Primal Representation
NeurIPS 2023
Fast Learning in Reproducing Kernel Krein Spaces via Signed Measures
AISTATS 2021