Kaan Ozkara

5 papers · 2021–2025 · 4 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (4) 🌉 Interdisciplinary Bridge 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15)

Conferences

AISTATS (2) ICLR (1) ICML (1) NIPS (1)

Top co-authors

Suhas Diggavi (3) Deepesh Data (2) Ruida Zhou (1) Youngsuk Park (1) Navjot Singh (1) Mingyi Hong (1) Tao Yu (1) Branislav Kveton (1) Bruce Huang (1) Volkan Cevher (1)

Keywords

model compression (1) federated learning (1) model quantization (1) knowledge distillation (1) personalized model (1) client-server architecture (1)

Papers

ADEPT: Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning AISTATS 2025

Stochastic Rounding for LLM Training: Theory and Practice AISTATS 2025

MADA: Meta-Adaptive Optimizers Through Hyper-Gradient Descent ICML 2024

A Statistical Framework for Personalized Federated Learning and Estimation: Theory, Algorithms, and Privacy ICLR 2023

QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning NIPS 2021