Jakwang Kim
3 papers · 2023–2025 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
optimal transport
(2)
multi-marginal optimal transport
(2)
multi-class classification
(2)
linear programming
(1)
robust estimation
(1)
entropic regularization
(1)
sinkhorn algorithm
(1)
heavy-tailed distribution
(1)
lower bound
(1)
metric space
(1)
exponential concentration
(1)
multimarginal transport
(1)
adversarial multiclass classification
(1)
barycenter problem
(1)
adversarial learning
(1)
frechet median
(1)
robust classification
(1)
adversarial training
(1)
Papers
Robust Estimation in metric spaces: Achieving Exponential Concentration with a Fréchet Median
AISTATS 2025
An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification
JMLR 2024
The multimarginal optimal transport formulation of adversarial multiclass classification
JMLR 2023