Coding
Research Highlights
Neural architecture search for quantum circuits with variable-structure ansatz.
Model-free RL agents for experimental sensors and quantum state discrimination.
Sequential hypothesis testing for continuously-monitored quantum systems.
Tools
Full-stack web app for real-time LaTeX equation rendering.
Educational
Hands-on introduction to quantum machine learning with progressive learning path.
QML course materials with educational content and hands-on exercises.
Research Projects
Deep RL for continuous-time quantum control.
Deep RL experiments for quantum communications with continuous-time control.
Deep reinforcement learning framework for continuous control problems.
Generative AI with quantum computers including GANs and diffusion models.
Variable-structure ansatz implementation integrated with PennyLane.
Original variable-structure ansatz for variational quantum algorithms.
Model-free RL library for quantum device calibration.
AI-driven scientific discovery extracting dynamical laws using SINDY and RNN.
Quantum monitoring using SINDY for real-time dynamics identification.
Creative
Real-time RL for live music generation. Sonar Festival Hackathon winner, 2021.