Dongsung Huh
5 papers · 2018–2025 · 3 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (14) π£ Hot Topic Early Bird
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Keywords
stochastic gradient
(1)
representation learning
(1)
supervised learning
(1)
out-of-distribution generalization
(1)
natural gradient
(1)
gradient descent
(1)
natural gradient descent
(1)
newton's method
(1)
invariant feature learning
(1)
second-order optimization
(1)
spiking neural network
(1)
learning dynamics
(1)
second-order information
(1)
spurious correlation
(1)
symmetry discovery
(1)
generalization performance
(1)
matrix multiplication
(1)
recurrent network
(1)
invariant risk minimization
(1)
unitary representation
(1)
Papers
Discovering Group Structures via Unitary Representation Learning
ICLR 2025
ISAAC Newton: Input-based Approximate Curvature for Newton's Method
ICLR 2023
The Missing Invariance Principle found -- the Reciprocal Twin of Invariant Risk Minimization
NeurIPS 2022
Curvature-corrected learning dynamics in deep neural networks
ICML 2020
Gradient Descent for Spiking Neural Networks
NeurIPS 2018