Research Grants as Principal Investigator
[Active] The Benefits of Active Learning and Testing of Graphical Structure
PI, MOE AcRF Tier 1, 01/2023 — 12/2025, S$146,800
[Active] Learning Latent Structure of HighDimensional Data with Adversarial Training
PI, MOE AcRF Tier 2, 07/2022 — 06/2025, S$475,840
[Active] InformationTheoretic Limits for Online Learning and Adversarial Optimization
PI, MOE AcRF Tier 1, 03/2022 — 03/2025, S$210,000
[Active] DESCARTES: A CREATE Program on AIbased Decision making in Critical Urban Systems
Workpackage 3: OptimizationDriven Hybrid AI
Lead PI (with Caroline ChauxMoulin), 10/2021 — 09/2026, ~S$3,600,000 (out of ~€35 million)
[Active] RiskSensitive Sequential Learning: Algorithms and Impossibility Results
PI, MOE AcRF Tier 1, 03/2021 — 03/2024, S$226,000
[Active] Fundamental Limits for Statistical Learning Algorithms
PI, NRF Fellowship, 03/2018 — 08/2023, S$2,060,000
On the Relation Between Privacy Metrics: An Asymptotic Viewpoint
PI, NUSBerlin Strategic Partnership Grant, 10/2019 — 04/2021, S$18,400
Nonnegative Matrix Factorization: Geometry, Privacy and Statistical Lower Bounds
PI, MOE AcRF Tier 2, 01/2018 — 06/2021, S$449,340
Model Selection for Dictionary Learning
PI, Institute of Data Science Grant, 08/2017 — 07/2019, S$180,000
Finite Length Analysis for MultiUser Communication
PI, NUSJSPS Grant, 03/2017 — 03/2019, S$76,000
On the Interplay Between Privacy and Statistical Inference
PI, MOE AcRF Tier 1, 03/2017 — 02/2020, S$160,000
Machine Learning, Robust Optimisation, and Verification: Creating Synergistic Capabilities in Cybersecurity Research
PI, National Cybersecurity R&D Programme Grant, 2016 — 2019 , S$379,000
Spectral Methods for Optimization with Applications to Ranking
PI, MOE AcRF Tier 1, 03/2016 — 03/2019, S$153,500
Network Communication with Synchronization Errors: Fundamental Limits and Codes
PI, MOE AcRF Tier 2, 08/2015 — 07/2018, S$500,000
A DataDriven Approach to an Improved Understanding of Parkinson's Disease
PI, FoESoC Joint Grant, 08/2015 — 07/2018, S$76,000
An InformationTheoretic Understanding of Machine Learning Algorithms
PI, NUS Young Investigator Award, 01/2015 — 12/2017, S$500,000
Harvesting and Secure Communication Systems under Finite Delay Constraints
PI, Startup Grant, 01/2014 — 12/2017, S$180,000
