- Multi-agent reinforcement learning in decentralized environments
- Reputation systems & consensus-driven trust
- Agent-based modelling for markets & mobility
- Distributed AI over blockchain (verifiable ML)
- Secure oracle systems and cross-domain data integrity
Models:
- Markov decision processes
- Agent behavioural equations
- Graph neural networks for protocol dynamics
- Verifiable ML circuits (zkML)
Scientific Value: When AI, blockchain, and physical systems become a single intelligent network.