activity
20152023
most citedBenchmarking TinyML Systems: Challenges and Direction

200 citations · 433 across the 13 of their papers we have counts for

collaborators

17 papers

cs.NI2023

Mitigating IoT Botnet DDos Attacks through MUD and eBPF based Traffic Filtering

Angelo Feraudo, Diana Andreea Popescu, Poonam Yadav +2

As the prevalence of Internet-of-Things (IoT) devices becomes more and more dominant, so too do the associated management and security challenges. One such challenge is the exploit…

cs.DC2023★ 7 cited

Challenges in the Design and Implementation of IoT Testbeds in Smart-Cities: A Systematic Review

Vijay Kumar, Sam Gunner, Theodoros Spyridopoulos +5

Advancements in wireless communication and the increased accessibility to low-cost sensing and data processing IoT technologies have increased the research and development of urban…

cs.NI2022

Resilient Edge: Can we achieve Network Resiliency at the IoT Edge using LPWAN and WiFi?

Vijay Kumar, Poonam Yadav, Leandro Soares Indrusiak

Edge computing has gained attention in recent years due to the adoption of many Internet of Things (IoT) applications in domestic, industrial and wild settings. The resiliency and…

cs.LG2021★ 173 cited

MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation

Alexandros Karargyris, Renato Umeton, Micah J. Sheller +39

Medical AI has tremendous potential to advance healthcare by supporting the evidence-based practice of medicine, personalizing patient treatment, reducing costs, and improving prov…

cs.CR2021

Revisiting IoT Device Identification

Roman Kolcun, Diana Andreea Popescu, Vadim Safronov +4

Internet-of-Things (IoT) devices are known to be the source of many security problems, and as such, they would greatly benefit from automated management. This requires robustly ide…

cs.NI2020★ 17 cited

The Case for Retraining of ML Models for IoT Device Identification at the Edge

Roman Kolcun, Diana Andreea Popescu, Vadim Safronov +5

Internet-of-Things (IoT) devices are known to be the source of many security problems, and as such they would greatly benefit from automated management. This requires robustly iden…

cs.NI2020

Position paper: A systematic framework for categorising IoT device fingerprinting mechanisms

Poonam Yadav, Angelo Feraudo, Budi Arief +2

The popularity of the Internet of Things (IoT) devices makes it increasingly important to be able to fingerprint them, for example in order to detect if there are misbehaving or ev…

cs.NI2020★ 6 cited

SoK: Beyond IoT MUD Deployments -- Challenges and Future Directions

Angelo Feraudo, Poonam Yadav, Richard Mortier +2

Due to the advancement of IoT devices in both domestic and industrial environments, the need to incorporate a mechanism to build accountability in the IoT ecosystem is paramount. I…

cs.PF2020★ 200 cited

Benchmarking TinyML Systems: Challenges and Direction

Colby R. Banbury, Vijay Janapa Reddi, Max Lam +14

Recent advancements in ultra-low-power machine learning (TinyML) hardware promises to unlock an entirely new class of smart applications. However, continued progress is limited by…

cs.NI2019★ 8 cited

Network Service Dependencies in Commodity Internet-of-Things Devices

Poonam Yadav, Qi Li, Anthony Brown +1

We continue to see increasingly widespread deployment of IoT devices, with apparent intent to embed them in our built environment likely to accelerate if smart city and related pro…

cs.DC2019

Zest: REST over ZeroMQ

John Moore, Andrés Arcia-Moret, Poonam Yadav +7

In this paper, we introduce Zest (REST over ZeroMQ), a middleware technology in support of an Internet of Things (IoT). Our work is influenced by the Constrained Application Protoc…

cs.CY2017★ 2 cited

CitizenGrid: An Online Middleware for Crowdsourcing Scientific Research

Poonam Yadav, Jeremy Cohen, John Darlington

In the last few years, contributions of the general public in scientific projects has increased due to the advancement of communication and computing technologies. Internet played…

cs.DC2017

Self-Synchronization in Duty-cycled Internet of Things (IoT) Applications

Poonam Yadav, Julie A. McCann, Tiago Pereira

In recent years, the networks of low-power devices have gained popularity. Typically these devices are wireless and interact to form large networks such as the Machine to Machine (…

cs.CY2017

A collaborative citizen science platform for real-time volunteer computing and games

Poonam Yadav, Ioannis Charalampidis, Jeremy Cohen +2

Volunteer computing (VC) or distributed computing projects are common in the citizen cyberscience (CCS) community and present extensive opportunities for scientists to make use of…

cs.CY2017★ 19 cited

Conceptual Frameworks for Building Online Citizen Science Projects

Poonam Yadav, John Darlington

In recent years, citizen science has grown in popularity due to a number of reasons, including the emphasis on informal learning and creativity potential associated with these init…

cs.HC2016

Design Guidelines for the User-Centred Collaborative Citizen Science Platforms

Poonam Yadav, John Darlington

Online Citizen Science platforms are good examples of socio-technical systems where technology-enabled interactions occur between scientists and the general public (volunteers). Ci…

cs.CV2015★ 1 cited

Face Prediction Model for an Automatic Age-invariant Face Recognition System

Poonam Yadav

Automated face recognition and identification softwares are becoming part of our daily life; it finds its abode not only with Facebook's auto photo tagging, Apple's iPhoto, Google'…