Batu Ozturkler
6 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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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(14)
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Hot Topic Early Bird
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Research topics
Keywords
convex optimization
(5)
neural network
(3)
convex duality
(2)
attention mechanism
(1)
in-context learning
(1)
batch normalization
(1)
image reconstruction
(1)
gradient descent
(1)
optimality bounds
(1)
closed-form solution
(1)
generative model
(1)
inverse problem
(1)
implicit regularization
(1)
vision transformer
(1)
weight decay
(1)
chain-of-thought prompting
(1)
relu network
(1)
local minimum
(1)
analogical reasoning
(1)
low rank
(1)
Papers
Scaling Convex Neural Networks with Burer-Monteiro Factorization
ICLR 2024
ThinkSum: Probabilistic reasoning over sets using large language models
ACL 2023
Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization
ICLR 2022
Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions
ICLR 2022
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers
ICML 2022
Convex Regularization behind Neural Reconstruction
ICLR 2021