Research Overview

The three current areas of research in CLAN Labs are:

Reinforcement Learning

The current themes are

1. Multi-objective Concave Utility Reinforcement Learning
2. Constrained Markov Decision Process
3. Combinatorial Submodular Bandits
4. Multi-Agent Reinforcement Learning
5. Federated and Fog Learning

Applications of Machine Learning

The current themes are

1. Network Resource Allocation, including Vehicular Networks
2. Intelligent Transportation - Ride-Sharing Systems and Traffiic Signal Control
3. Telerobotics
4. Application of Machine Learning tools for healthcare
5. Blockchain

Quantum Machine Learning

The current themes are:

1. Quantum Reinforcement Learning
2. Variational Quantum Circuits for Machine Learning
3. Quantum Causal Inference
4. Quantum Computing for Imaging Applications