Events

CONDENSATIONS – Singapore International Water Week 2024

In ARISE: Validate, teams will go out to the field and confirm if there is an actual need for their solution and discover other important requirements of their target market, to better shape the development roadmap of their solution.

Congratulations to Associate Professor Desmond Loke’s Lab for receiving the 2024 Techconnect Innovation Award.

ARISE Program – Validate

ARISE Program – Validate

This talk aims to present the current research efforts on the development of implementing distributed machine learning algorithms in wireless systems. Specifically, we provide a comprehensive coverage of a distributed learning paradigm based on over-the-air computing, a.k.a. over-the-air federated learning (OTA-FL). We will present an analytical framework that quantifies the convergence rate of OTA-FL. Then, we discuss the system enhancements from an algorithmic perspective, i.e., adopting adaptive optimizations to accelerate the model training. We also introduce model pruning schemes that reduce the computation and communication overheads for OTA-FL. Finally, we will elaborate on the analysis of generalization error of the statistical models trained by OTA-FL, which shows that wireless interference has the positive potential of improving the generalization capability.

In ARISE: Validate, teams will go out to the field and confirm if there is an actual need for their solution and discover other important requirements of their target market, to better shape the development roadmap of their solution.

HASS Talk: Nature–Nurture Through the Lens of Cross-Generational Cultural Transmission by Dr. Ryutaro Uchiyama

Baby Shark Fund Open Pitch

In ARISE: Validate, teams will go out to the field and confirm if there is an actual need for their solution and discover other important requirements of their target market, to better shape the development roadmap of their solution.