Vala Vakilian
5 papers · 2022–2025 · 4 conferences · across top CS/AI conferences
Achievements
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Keyword Pioneer
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Conference Polyglot
(4)
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Cross-Pollinator
(6)
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Interdisciplinary Bridge
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Taxonomy Completionist
(12)
Conferences
ICLR (2)
AAAI (1)
AISTATS (1)
NIPS (1)
Top co-authors
Keywords
class imbalance
(3)
cross-entropy loss
(2)
neural collapse
(2)
feature embedding
(1)
deep learning
(1)
support vector machine
(1)
feature geometry
(1)
classifier weight
(1)
implicit bia
(1)
ridge regularization
(1)
label imbalance
(1)
logit-adjusted parameterization
(1)
cost-sensitive svm
(1)
optimization path
(1)
supervised contrastive loss
(1)
representation learning
(1)
classifier geometry
(1)
embedding space
(1)
embedding learning
(1)
Papers
DARE the Extreme: Revisiting Delta-Parameter Pruning For Fine-Tuned Models
ICLR 2025
Engineering the Neural Collapse Geometry of Supervised-Contrastive Loss (Student Abstract)
AAAI 2024
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
NIPS 2022