My research focuses on LLM-based agents and small language models for adaptive, resource-constrained systems: orchestration in the IoT–Edge–Cloud continuum with multi-agent reinforcement learning and LLMs, and edge–cloud LLM agents for privacy-preserving health applications built on wearable and IoMT data streams.
Multi-Agent Reinforcement Learning and LLMs for adaptive resource management
Reliable, continually adapting agents for resource-constrained systems
Robustness and security of LLM-based and RL-based agents
Privacy-preserving edge–cloud LLM agents on wearable and IoMT data streams
I'm always open to research collaborations and projects.
