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Publications and Projects
The full list of my Publications/Projects can be found in
Google Scholar.
Under Going
Interactive Human Pose Estimation with Sparse Sensing Signals; Dec. 2022 - Dec, 2025.
Role in Project: Key Researcher.
Details: 1)Data preprocessing Pose Estimation Datasets and customized dataset collection with Apple products (iPhone, iWatch, and Airpods);
2) Implementation of pose estimation with transformers;
3) Introducing environmental context for pose estimates fintuning.
SWIFT: Opportunistic mm-Wave Receivers; Jan. 2023 - Dec. 2025.
Supported by The National Science Foundation;
Role in Project: Key Researcher.
Details: 1) Initialization of Directional Spectrum Sensing (DSS) scheme for mmWave Networks;
2) Dataset Construction with Remcom Wireless Insite;
3) Introduction of Propagation Physic-informed ML for sensing and conditional 4D CSI data generation (Conditional Diffusion)
Done
Efficient ML for Perception and Sensing with Wearables; Jun. 2020 - Jun. 2022.
Supported by OCPC;
Role in Project: Principal Investigator
Details: 1) Integration of Information theory with efficient representation learning algorithms.
2) Application of new ML algorithms for joint channel modeling and UE activity recognition/reconstruction;
3) Implement Meta ML for Intelligent Sensing (human activity recognition and pose estimation), including the conditions of few-labeled data and limited memory budget.
Intelligent V2V Communications: Technology for Improved Mobility; Jun. 2023 - Jun. 2024.
Supported by California METRANS Transportation Center;
Role in Project: Key Researcher.
Details: 1)Data preprocessing for the data collected in scenarios (truck-to-truck, car-to-car, and car-to-car with trucks;
2) Implementation of Predictive learning algorithms for Accurate V2V channel prediction in different geometries;
3) Introducing Meta-learning for Model-agnostic channel prediction and resource allocation.
Propagation Physic-informed for Scalable and Privacy-preserving Localization; Mar. 2021 - Mar. 2023.
Supported by King Abdulaziz City for Science and Technology, Saudi Arabia;
Role in Project: Key Researcher.
Details: 1) Introduction of Semantic Localization Scheme to the literature;
2) Deep Domain Adaptation-based Transfer Learning for Enhanced Localization Algorithms;
3) Experimental verification over CSI Measurements campaign with 28GHz channel sounder and WIFI receivers.
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