Reinforcement Learning Under Epistemic Uncertainty: From Markov Models to Evidential Decision Processes
Why Go Beyond Classical HMM/MDP?
Legacy index preserved for existing URLs. For structured publications and research tracks, see
Research.
For applied prototypes, see Portfolio.
Projects
Research project pages — see status on each entry or on the Research page.
Gestalt Coupling Layer: Rethinking Intelligence as Resource Coordination
Intelligence does not scale linearly with compute. It reorganizes under constraint.
Hierarchical Multi-Agent Reinforcement Learning for Industrial MRO (PhD Research Track)
PhD track: formal foundations and engineering of safe hierarchical multi-agent RL for maintenance-and-repair decision support under uncer...
Participation in CayleyPy Project
Currently suspended due my own projects. AI-based library to work with extremely large graphs.
Dempster–Shafer Theory for Condition Diagnosis of Continuous Casting Machines
Utilizing the Dempster–Shafer Theory for Condition Diagnosis of Continuous Casting Machines.