As Principle Investigator (PI)

1. OctoBrain: A privacy-preserving edge-cloud collaborative learning solution for lift systems.
   Singapore Cybersecurity Consortium (SGCSC). SGD $178,560: 2021 - 2022.
2. Pooling large scale heterogeneous Processors.
   Alibaba Innovation Research (AIR) Funding. USD 140K: 2017 - 2019.

As Co-Principle Investigator (Co-PI)

1. Real-time deep learning networks for fraud detection in modern e-marketplace systems.
   AISG. SGD $3.3M: 2022 - 2025.
2. Dynamic Graph Random Walks on FPGAs.
   ByteDance. SGD 150K: 2023 - 2024.
3. Towards Energy-Efficient Tera Scale Graph Processing on FPGAs.
   Google Research. SGD 50K: 2023 - 2024.

As a collaborator and/or Area Lead

1. Memory Efficient Graph Accelerators on HLS-based FPGAs.
   Ministry of Education, Academic Research Fund (AcRF) Tier 2. SGD 577K:2022 - 2025.
2. GraphMind: Energy-Efficient Hardware Accelerators for Graph Neural Networks.
   NUS Advanced Research and Technology Innovation Center. SGD 362K: 2021 - 2024.
3. Software-Hardware co-design for real-time AI.
   TSCP. SGD $15M: 2017 - 2022.