Xiaotong Yuan
16 papers · 2012–2025 · 4 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓+4 more ↓ Show less ↑
π£ Hot Topic Early Bird π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (27) π Interdisciplinary Bridge π Conference Polyglot (4)
π
Academic Marathon
(13)
π
Cross-Pollinator
(11)
π
Century Club
(16)
ποΈ
Keyword Collector
(69)
Conferences
NIPS (11)
AISTATS (2)
ICML (2)
ICLR (1)
Top co-authors
Keywords
stochastic gradient descent
(3)
convergence analysis
(3)
sparse optimization
(3)
non-convex optimization
(2)
hard thresholding pursuit
(2)
algorithmic stability
(2)
hard thresholding
(2)
sparsity constraint
(2)
gradient descent
(2)
generalization bound
(2)
representation learning
(1)
few-shot learning
(1)
nonconvex optimization
(1)
stochastic gradient
(1)
statistical learning
(1)
contrastive learning
(1)
sparse logistic regression
(1)
compressed sensing
(1)
missing data recovery
(1)
sparse learning
(1)
Papers
Optimization over Sparse Support-Preserving Sets: Two-Step Projection with Global Optimality Guarantees
ICML 2025
$L_2$-Uniform Stability of Randomized Learning Algorithms: Sharper Generalization Bounds and Confidence Boosting
NIPS 2023
Exponential Generalization Bounds with Near-Optimal Rates for $L_q$-Stable Algorithms
ICLR 2023
On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond
NIPS 2022
Zeroth-Order Hard-Thresholding: Gradient Error vs. Expansivity
NIPS 2022
Stability and Risk Bounds of Iterative Hard Thresholding
AISTATS 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning
NIPS 2021
Towards Understanding Why Lookahead Generalizes Better Than SGD and Beyond
NIPS 2021
Efficient Meta Learning via Minibatch Proximal Update
NIPS 2019
Efficient Stochastic Gradient Hard Thresholding
NIPS 2018
New Insight into Hybrid Stochastic Gradient Descent: Beyond With-Replacement Sampling and Convexity
NIPS 2018
A New Theory for Matrix Completion
NIPS 2017
Learning Additive Exponential Family Graphical Models via $\ell_{2,1}$-norm Regularized M-Estimation
NIPS 2016
Exact Recovery of Hard Thresholding Pursuit
NIPS 2016
Gradient Hard Thresholding Pursuit for Sparsity-Constrained Optimization
ICML 2014
Forward Basis Selection for Sparse Approximation over Dictionary
AISTATS 2012