1 citations · 1 across the 4 of their papers we have counts for
4 papers
Safe Reinforcement Learning for Constrained Markov Decision Processes with Stochastic Stopping Time
Abhijit Mazumdar, Rafal Wisniewski, Manuela L. Bujorianu
In this paper, we present an online reinforcement learning algorithm for constrained Markov decision processes with a safety constraint. Despite the necessary attention of the scie…
Online Model-free Safety Verification for Markov Decision Processes Without Safety Violation
Abhijit Mazumdar, Rafal Wisniewski, Manuela L. Bujorianu
In this paper, we consider the problem of safety assessment for Markov decision processes without explicit knowledge of the model. We aim to learn probabilistic safety specificatio…
Robust Correlated Equilibrium: Definition and Computation
Rahul Misra, Rafał Wisniewski, Carsten Skovmose Kallesøe +1
We study N-player finite games with costs perturbed due to time-varying disturbances in the underlying system and to that end, we propose the concept of Robust Correlated Equilibri…
A coordination model for ultra-large scale systems of systems
Manuela L. Bujorianu, Marius C. Bujorianu
The ultra large multi-agent systems are becoming increasingly popular due to quick decay of the individual production costs and the potential of speeding up the solving of complex…