activity
20232025
collaborators

8 papers

cs.LG2025

Theoretical Performance Guarantees for Partial Domain Adaptation via Partial Optimal Transport

Jayadev Naram, Fredrik Hellström, Ziming Wang +2

In many scenarios of practical interest, labeled data from a target distribution are scarce while labeled data from a related source distribution are abundant. One particular setti…

cs.IT2025

Type-Based Unsourced Multiple Access over Fading Channels with Cell-Free Massive MIMO

Kaan Okumus, Khac-Hoang Ngo, Giuseppe Durisi +1

Type-based unsourced multiple access (TUMA) is a recently proposed framework for type-based estimation in massive uncoordinated access networks. We extend the existing design of TU…

cs.IT2025

An Achievability Bound for Type-Based Unsourced Multiple Access

Deekshith Pathayappilly Krishnan, Kaan Okumus, Khac-Hoang Ngo +1

We derive an achievability bound to quantify the performance of a type-based unsourced multiple access system -- an information-theoretic model for grant-free multiple access with…

cs.IT2025

Information Age and Correctness for Energy Harvesting Devices with Random Access

Khac-Hoang Ngo, Giuseppe Durisi, Petar Popovski

We investigate accuracy and freshness of status updates from a large number of energy-harvesting devices that monitor two-state Markov processes and access the medium using the slo…

cs.IT2024

Type-Based Unsourced Multiple Access

Khac-Hoang Ngo, Deekshith Pathayappilly Krishnan, Kaan Okumus +2

We generalize the type-based multiple access framework proposed by Mergen and Tong (2006) to the case of unsourced multiple access. In the proposed framework, each device tracks th…

cs.IT2024

Timely Status Updates in Slotted ALOHA Networks With Energy Harvesting

Khac-Hoang Ngo, Giuseppe Durisi, Andrea Munari +2

We investigate the age of information (AoI) in a scenario where energy-harvesting devices send status updates to a gateway following the slotted ALOHA protocol and receive no feedb…

cs.LG2024

Secure Aggregation is Not Private Against Membership Inference Attacks

Khac-Hoang Ngo, Johan Östman, Giuseppe Durisi +1

Secure aggregation (SecAgg) is a commonly-used privacy-enhancing mechanism in federated learning, affording the server access only to the aggregate of model updates while safeguard…

cs.IT2023

Age of Information in Slotted ALOHA With Energy Harvesting

Khac-Hoang Ngo, Giuseppe Durisi, Alexandre Graell i Amat +2

We examine the age of information (AoI) of a status update system that incorporates energy harvesting and uses the slotted ALOHA protocol. We derive analytically the average AoI an…