Alex Lambert
6 papers · 2019–2025 · 2 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓
🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(11)
🏆
Keyword Champion
(2)
Venues
Top co-authors
Research topics
Keywords
reproducing kernel hilbert space
(3)
functional regression
(2)
operator-valued kernel
(2)
kernel principal component analysis
(2)
hyperparameter learning
(1)
computational efficiency
(1)
kernel pca
(1)
quantile regression
(1)
epsilon-insensitive loss
(1)
gradient descent
(1)
sparse optimization
(1)
cost-sensitive classification
(1)
empirical evaluation
(1)
nyström method
(1)
alternating direction method of multiplier
(1)
fairness constraint
(1)
moreau envelope
(1)
difference of convex function
(1)
infimal convolution
(1)
robust loss
(1)
Papers
Accelerating Spectral Clustering under Fairness Constraints
ICML 2025
Learning in Feature Spaces via Coupled Covariances: Asymmetric Kernel SVD and Nyström method
ICML 2024
Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms
ICML 2023
Functional Output Regression with Infimal Convolution: Exploring the Huber and $ε$-insensitive Losses
ICML 2022
Duality in RKHSs with Infinite Dimensional Outputs: Application to Robust Losses
ICML 2020
Infinite Task Learning in RKHSs
AISTATS 2019