Valentin Radu

Lecturer, University of Sheffield

Joined

May 2023

Names

Valentin Radu (Preferred)

Emails

****@sheffield.ac.uk (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Lecturer

University of Sheffield (sheffield.ac.uk)

2020 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

Federated Learning

2020 – 2023

Deep neural network compression

2017 – 2023

ML inference systems

2017 – 2023

Publications

Distributed Training for Speech Recognition using Local Knowledge Aggregation and Knowledge Distillation in Heterogeneous Systems
Hongrui Shi, Valentin Radu, Po Yang
- Published: 01 Jan 2023, Last Modified: 12 May 2023
- EuroMLSys@EuroSys 2023
- Readers: Everyone
Data selection for efficient model update in federated learning
Hongrui Shi, Valentin Radu
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- EuroMLSys@EuroSys 2022
- Readers: Everyone
Closing the Gap between Client and Global Model Performance in Heterogeneous Federated Learning
Hongrui Shi, Valentin Radu, Po Yang
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- CoRR 2022
- Readers: Everyone
Leveraging Transfer Learning for Robust Multimodal Positioning Systems using Smartphone Multi-sensor Data
Xijia Wei, Valentin Radu
- Published: 01 Jan 2022, Last Modified: 15 May 2023
- IPIN 2022
- Readers: Everyone
Mapping parallelism in a functional IR through constraint satisfaction: a case study on convolution for mobile GPUs
Naums Mogers, Lu Li, Valentin Radu, Christophe Dubach
- Published: 01 Jan 2022, Last Modified: 15 May 2023
- CC 2022
- Readers: Everyone
Data Selection for Efficient Model Update in Federated Learning
Hongrui Shi, Valentin Radu
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- CoRR 2021
- Readers: Everyone
Towards Federated Learning with Attention Transfer to Mitigate System and Data Heterogeneity of Clients
Hongrui Shi, Valentin Radu
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- EdgeSys@EuroSys 2021
- Readers: Everyone
Active Learning with Data Distribution Shift Detection for Updating Localization Systems
Josh Barrows, Valentin Radu, Matthew Hill, Fabio Ciravegna
- Published: 01 Jan 2021, Last Modified: 15 May 2023
- IPIN 2021
- Readers: Everyone
Sensor-Fusion for Smartphone Location Tracking Using Hybrid Multimodal Deep Neural Networks
Xijia Wei, Zhiqiang Wei, Valentin Radu
- Published: 01 Jan 2021, Last Modified: 15 May 2023
- Sensors 2021
- Readers: Everyone
An Immune Inspired Algorithm for Fault Tolerant Enhanced Multimodal Machine Learning
Mattias Cross, Valentin Radu
- Published: 01 Jan 2021, Last Modified: 15 May 2023
- BIBM 2021
- Readers: Everyone

View all 38 publications

Co-Authors

View all 44 co-authors