Hwang's ResearchHwang's Research
Projects

What we're building right now.

Active research projects across federated learning, autonomous driving, and quantum simulation.

CI-FL

Active

Continual & Incremental Federated Learning

Federated learning framework supporting continual and incremental client participation while preserving model stability and privacy guarantees.

Federated LearningContinual LearningPrivacy
Code coming soonRelated research

H2PFUser

Active

Mamba-based Autonomous Driving

End-to-end autonomous driving stack built on Mamba state-space models for efficient long-horizon perception and planning.

Autonomous DrivingMambaSSMPerception
Code coming soonRelated research

AdaFed

Active

Adaptive Federated Learning

Adaptive aggregation and client-side optimization for federated learning under heterogeneous data and compute.

Federated LearningAdaptive Optimization

PRISM

Active

Quantum Simulator

Quantum qubit simulator for quantum computing research and experimentation. Designed for algorithm prototyping and hybrid quantum-classical workloads.

QuantumSimulationAlgorithms