Aritra Guha
8 papers · 2017–2024 · 4 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (23) 🐣 Hot Topic Early Bird
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Research topics
Machine Learning
(7)
Mathematics & Optimization
(5)
Optimization & Theory
(5)
Core Methods
(4)
Learning Types
(4)
Optimization
(3)
Natural Language Processing
(2)
Application Areas
(2)
Applications
(2)
Bayesian & Probabilistic · Machine Learning
(2)
Artificial Intelligence
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Mathematics
(1)
Statistics
(1)
Keywords
wasserstein distance
(3)
topic modeling
(2)
nonparametric bayesian
(2)
optimal transport
(2)
geometric analysis
(1)
domain adaptation
(1)
dirichlet process
(1)
temporal dynamics
(1)
statistical consistency
(1)
model robustness
(1)
bayesian inference
(1)
mean estimation
(1)
data augmentation
(1)
convex optimization
(1)
bayesian nonparametrics
(1)
outlier detection
(1)
gaussian process
(1)
gibbs sampling
(1)
functional data analysis
(1)
robust optimization
(1)
Papers
Functional optimal transport: regularized map estimation and domain adaptation for functional data
JMLR 2024
Interpolation for Robust Learning: Data Augmentation on Wasserstein Geodesics
ICML 2023
On Excess Mass Behavior in Gaussian Mixture Models with Orlicz-Wasserstein Distances
ICML 2023
Scalable nonparametric Bayesian learning for dynamic velocity fields
UAI 2023
Outlier-Robust Optimal Transport
ICML 2021
Dirichlet Simplex Nest and Geometric Inference
ICML 2019
Scalable inference of topic evolution via models for latent geometric structures
NeurIPS 2019
Conic Scan-and-Cover algorithms for nonparametric topic modeling
NeurIPS 2017