Research

Current Research Topics

• AirComp (Over-the-air computing)
• (preprint) Communication-Efficient Federated Learning via Synchronous Averaging
• Non-Terrestrial Network (NTN)
• (TWC 2024) Non-iterative Optimization of Trajectory and Radio Resource for Aerial Network
• Communication-efficient optimization
• (ICML 2024) Rethinking DP-SGD in Discrete Domain: Exploring Logistic Distribution in the Realm of signSGD
• (TVT 2023) Distributed Resource Allocation and User Association for Max-Min Fairness in HetNets
• Trustworthy AI
• (preprint) TA-VLM: Generating Targeted Adversarial Examples for Vision-Language Models
• (preprint) Data Reconstruction Attack Against Adversarial Visual Information Hiding
• (preprint) Deeper Understanding of Black-box Predictions via Generalized Influence Functions
• (preprint) Patch-MI: Enhancing Model Inversion Attacks via Patch-Based Reconstruction

Previous Research Topics

• Radio resource management
• (TMC 2024) Age-of-Information-Aware Distributed Task Offloading and Resource Allocation in Mobile Edge
• (TWC 2022) α-Fairness Maximizing User Association in Energy-Constrained Small Cell Networks
• (TCOM 2022) Deep Learning-Aided User Association and Power Control with Renewable Energy Sources
• (TVT 2022) Recurrent Neural Network-Based User Association and Power Control in Dynamic HetNets
• (TVT 2020) Deep Reinforcement Learning-based Resource Allocation and Power Control in Small Cells with Limited Information Exchange
• (TVT 2019) Resource Allocation and Power Control in Cooperative Small Cell Networks with Backhaul Constraint
• AI/ML applications in real-world problems
• (NeurIPS 2023) M²SODAI: Multi-Modal Maritime Object Detection Dataset With RGB and Hyperspectral Image Sensors
• (IROS 2020) Deep Learning-Based Autonomous Scanning Electron Microscope