Kaan Ozkara

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 8

Top Topics

Mathematical Foundations

Unsupervised Learning

Bayes Classifier

Learning Problems

Top Venues

Publications

Kaan Ozkara, Bruce Huang, Ruida Zhou, Suhas N. Diggavi
Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning. CoRR (2024)
Kaan Ozkara, Can Karakus, Parameswaran Raman, Mingyi Hong, Shoham Sabach, Branislav Kveton, Volkan Cevher
MADA: Meta-Adaptive Optimizers through hyper-gradient Descent. CoRR (2024)
Kaan Ozkara, Antonious M. Girgis, Deepesh Data, Suhas N. Diggavi
A Statistical Framework for Personalized Federated Learning and Estimation: Theory, Algorithms, and Privacy. ICLR (2023)
Kaan Ozkara, Bruce Huang, Suhas N. Diggavi
Personalized PCA for Federated Heterogeneous Data. ISIT (2023)
Kaan Ozkara, Antonious M. Girgis, Deepesh Data, Suhas N. Diggavi
A Generative Framework for Personalized Learning and Estimation: Theory, Algorithms, and Privacy. CoRR (2022)
Kaan Ozkara, Navjot Singh, Deepesh Data, Suhas N. Diggavi
QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning. NeurIPS (2021)
Kaan Ozkara, Navjot Singh, Deepesh Data, Suhas N. Diggavi
QuPeL: Quantized Personalization with Applications to Federated Learning. CoRR (2021)
Kaan Ozkara, Navjot Singh, Deepesh Data, Suhas N. Diggavi
QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning. CoRR (2021)