Advances and open problems in federated learning

P Kairouz, HB McMahan, B Avent… - … and trends® in …, 2021 - nowpublishers.com
Federated learning (FL) is a machine learning setting where many clients (eg, mobile
devices or whole organizations) collaboratively train a model under the orchestration of a …

One Server for the Price of Two: Simple and Fast {Single-Server} Private Information Retrieval

A Henzinger, MM Hong, H Corrigan-Gibbs… - 32nd USENIX Security …, 2023 - usenix.org
We present SimplePIR, the fastest single-server private information retrieval scheme known
to date. SimplePIR's security holds under the learning-with-errors assumption. To answer a …

Spiral: Fast, high-rate single-server PIR via FHE composition

SJ Menon, DJ Wu - 2022 IEEE Symposium on Security and …, 2022 - ieeexplore.ieee.org
We introduce the SPIRAL family of single-server private information retrieval (PIR) protocols.
SPIRAL relies on a composition of two lattice-based homomorphic encryption schemes: the …

[HTML][HTML] A survey: Distributed Machine Learning for 5G and beyond

O Nassef, W Sun, H Purmehdi, M Tatipamula… - Computer Networks, 2022 - Elsevier
Abstract 5 G is the fifth generation of cellular networks. It enables billions of connected
devices to gather and share information in real time; a key facilitator in Industrial Internet of …

OnionPIR: Response efficient single-server PIR

MH Mughees, H Chen, L Ren - Proceedings of the 2021 ACM SIGSAC …, 2021 - dl.acm.org
This paper presents OnionPIR and stateful OnionPIR, two single-server PIR schemes that
significantly improve the response size and computation cost over state-of-the-art schemes …

Single-server private information retrieval with sublinear amortized time

H Corrigan-Gibbs, A Henzinger, D Kogan - … International Conference on …, 2022 - Springer
We construct new private-information-retrieval protocols in the single-server setting. Our
schemes allow a client to privately fetch a sequence of database records from a server …

Epione: Lightweight contact tracing with strong privacy

N Trieu, K Shehata, P Saxena, R Shokri… - arXiv preprint arXiv …, 2020 - arxiv.org
Contact tracing is an essential tool in containing infectious diseases such as COVID-19.
Many countries and research groups have launched or announced mobile apps to facilitate …

Private web search with Tiptoe

A Henzinger, E Dauterman, H Corrigan-Gibbs… - Proceedings of the 29th …, 2023 - dl.acm.org
Tiptoe is a private web search engine that allows clients to search over hundreds of millions
of documents, while revealing no information about their search query to the search engine's …

Authenticated private information retrieval

S Colombo, K Nikitin, H Corrigan-Gibbs… - 32nd USENIX security …, 2023 - usenix.org
This paper introduces protocols for authenticated private information retrieval. These
schemes enable a client to fetch a record from a remote database server such that (a) the …

Private blocklist lookups with checklist

D Kogan, H Corrigan-Gibbs - 30th USENIX security symposium (USENIX …, 2021 - usenix.org
This paper presents Checklist, a system for private blocklist lookups. In Checklist, a client
can determine whether a particular string appears on a server-held blocklist of strings …