Ganesh Ramachandra Kini
4 papers · 2021–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
class imbalance
(3)
representation learning
(2)
support vector machine
(2)
neural collapse
(2)
cross-entropy loss
(2)
group-sensitive classification
(1)
relu activation
(1)
balanced error
(1)
classifier weight
(1)
loss function
(1)
implicit bia
(1)
imbalanced classification
(1)
classifier geometry
(1)
ridge regularization
(1)
label imbalance
(1)
logit-adjusted parameterization
(1)
cost-sensitive svm
(1)
optimization path
(1)
equal opportunity
(1)
supervised contrastive loss
(1)
Papers
Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching
ICLR 2024
On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data
AISTATS 2023
Imbalance Trouble: Revisiting Neural-Collapse Geometry
NeurIPS 2022
Label-Imbalanced and Group-Sensitive Classification under Overparameterization
NeurIPS 2021