activity
20162023
most citedBlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture

10 citations · 26 across the 9 of their papers we have counts for

collaborators
Showing 2020Show all

7 papers · 1 filter

cs.CR2020★ 5 cited

Towards a Two-Tier Hierarchical Infrastructure: An Offline Payment System for Central Bank Digital Currencies

Mihai Christodorescu, Wanyun Catherine Gu, Ranjit Kumaresan +8

Digital payments traditionally rely on online communications with several intermediaries such as banks, payment networks, and payment processors in order to authorize and process p…

cs.LG2020★ 9 cited

Improving Accuracy of Federated Learning in Non-IID Settings

Mustafa Safa Ozdayi, Murat Kantarcioglu, Rishabh Iyer

Federated Learning (FL) is a decentralized machine learning protocol that allows a set of participating agents to collaboratively train a model without sharing their data. This mak…

cs.CR2020★ 10 cited

BlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture

Harsh Bimal Desai, Mustafa Safa Ozdayi, Murat Kantarcioglu

Federated Learning (FL) is a distributed, and decentralized machine learning protocol. By executing FL, a set of agents can jointly train a model without sharing their datasets wit…

cs.CR2020

Secure IoT Data Analytics in Cloud via Intel SGX

Md Shihabul Islam, Mustafa Safa Ozdayi, Latifur Khan +1

The growing adoption of IoT devices in our daily life is engendering a data deluge, mostly private information that needs careful maintenance and secure storage system to ensure da…

cs.LG2020

Defending against Backdoors in Federated Learning with Robust Learning Rate

Mustafa Safa Ozdayi, Murat Kantarcioglu, Yulia R. Gel

Federated learning (FL) allows a set of agents to collaboratively train a model without sharing their potentially sensitive data. This makes FL suitable for privacy-preserving appl…

cs.DS2020

Achieving Competitiveness in Online Problems

Mustafa Safa Ozdayi

In the setting of online algorithms, the input is initially not present but rather arrive one-by-one over time and after each input, the algorithm has to make a decision. Depending…

cs.DB2020

Leveraging Blockchain for Immutable Logging and Querying Across Multiple Sites

Mustafa Safa Ozdayi, Murat Kantarcioglu, Bradley Malin

Blockchain has emerged as a decentralized and distributed framework that enables tamper-resilience and, thus, practical immutability for stored data. This immutability property is…