Shuchin Aeron
11 papers · 2014–2025 · 7 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
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π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (27) π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Half
π
Renaissance Researcher
(5)
π₯
Unstoppable Β· Bronze
π
Century Club Β· Bronze
Top co-authors
Research topics
Machine Learning
(8)
Mathematics & Optimization
(5)
Core Methods
(5)
Optimization
(5)
Mathematics
(4)
Optimization & Theory
(4)
Computer Vision
(3)
Deep Learning
(2)
Learning Types Β· Machine Learning
(2)
Processing
(2)
Data Science & Analytics
(1)
Healthcare & Medicine
(1)
Clinical
(1)
Domain-Specific
(1)
Learning Types Β· Deep Learning
(1)
Keywords
optimal transport
(5)
wasserstein barycenter
(3)
entropy regularization
(2)
contrastive learning
(1)
probabilistic modeling
(1)
variational inference
(1)
semi-supervised learning
(1)
subspace learning
(1)
maximum mean discrepancy
(1)
self-supervised learning
(1)
sample complexity
(1)
point cloud
(1)
covariance estimation
(1)
medical image classification
(1)
state estimation
(1)
image denoising
(1)
time series modeling
(1)
low-rank recovery
(1)
bayesian inference
(1)
adversarial learning
(1)
Papers
Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications
AISTATS 2025
Synthesis and Analysis of Data as Probability Measures With Entropy-Regularized Optimal Transport
AISTATS 2025
Systematic Comparison of Semi-supervised and Self-supervised Learning for Medical Image Classification
CVPR 2024
Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling
JMLR 2023
Easy Variational Inference for Categorical Models via an Independent Binary Approximation
ICML 2022
Measure Estimation in the Barycentric Coding Model
ICML 2022
Dynamical Wasserstein Barycenters for Time-series Modeling
NeurIPS 2021
Representation Learning via Adversarially-Contrastive Optimal Transport
ICML 2020
Efficient Low Rank Tensor Ring Completion
ICCV 2017
Denoising and Completion of 3D Data via Multidimensional Dictionary Learning
IJCAI 2016
Novel Methods for Multilinear Data Completion and De-noising Based on Tensor-SVD
CVPR 2014