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Kaan Ozkara
Kaan Ozkara
PhD Student, UCLA
Verified email at ucla.edu
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Cited by
Year
Quped: Quantized personalization via distillation with applications to federated learning
K Ozkara, N Singh, D Data, S Diggavi
Advances in Neural Information Processing Systems 34, 3622-3634, 2021
452021
A statistical framework for personalized federated learning and estimation: Theory, algorithms, and privacy
K Ozkara, AM Girgis, D Data, S Diggavi
The Eleventh International Conference on Learning Representations, 2022
42022
A generative framework for personalized learning and estimation: Theory, algorithms, and privacy
K Ozkara, AM Girgis, D Data, S Diggavi
arXiv preprint arXiv:2207.01771, 2022
22022
QuPeL: Quantized personalization with applications to federated learning
K Ozkara, N Singh, D Data, S Diggavi
arXiv preprint arXiv:2102.11786, 2021
22021
Personalized pca for federated heterogeneous data
K Ozkara, B Huang, S Diggavi
2023 IEEE International Symposium on Information Theory (ISIT), 168-173, 2023
12023
Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning
K Ozkara, B Huang, R Zhou, S Diggavi
arXiv preprint arXiv:2402.12537, 2024
2024
MADA: Meta-Adaptive Optimizers through hyper-gradient Descent
K Ozkara, C Karakus, P Raman, M Hong, S Sabach, B Kveton, V Cevher
arXiv preprint arXiv:2401.08893, 2024
2024
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