Aram-Alexandre Pooladian
11 papers · 2019–2025 · 6 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (22) π£ Hot Topic Early Bird
π
Century Club Β· Bronze
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Keyword Collector
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Research topics
Machine Learning
(11)
Optimization & Theory
(9)
Mathematics & Optimization
(7)
Optimization
(7)
Deep Learning
(5)
Models
(3)
Artificial Intelligence
(2)
Core AI
(2)
Learning Types Β· Machine Learning
(2)
Learning Types Β· Deep Learning
(2)
Mathematics
(2)
Computer Vision
(1)
Architectures
(1)
Bayesian & Probabilistic
(1)
Core Methods
(1)
Keywords
optimal transport
(5)
transport map
(3)
adversarial attack
(2)
flow matching
(2)
entropic optimal transport
(2)
proximal operator
(2)
curse of dimensionality
(1)
kl divergence
(1)
statistical consistency
(1)
bias correction
(1)
mean-field approximation
(1)
stochastic process
(1)
generative model
(1)
probability measure
(1)
minimax estimation
(1)
constrained minimization
(1)
nonparametric estimation
(1)
proximal optimization
(1)
entropic regularization
(1)
kullback-leibler divergence
(1)
Papers
Conditional simulation via entropic optimal transport: Toward non-parametric estimation of conditional Brenier maps
AISTATS 2025
Wasserstein Flow Matching: Generative Modeling Over Families of Distributions
ICML 2025
Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein space
COLT 2024
Learning Elastic Costs to Shape Monge Displacements
NeurIPS 2024
Neural Optimal Transport with Lagrangian Costs
UAI 2024
Progressive Entropic Optimal Transport Solvers
NeurIPS 2024
Minimax estimation of discontinuous optimal transport maps: The semi-discrete case
ICML 2023
Multisample Flow Matching: Straightening Flows with Minibatch Couplings
ICML 2023
Debiaser Beware: Pitfalls of Centering Regularized Transport Maps
ICML 2022
A principled approach for generating adversarial images under non-smooth dissimilarity metrics
AISTATS 2020
The LogBarrier Adversarial Attack: Making Effective Use of Decision Boundary Information
ICCV 2019