2 papers
cs.LG2025
Value of Information-Enhanced Exploration in Bootstrapped DQN
Stergios Plataniotis, Charilaos Akasiadis, Georgios Chalkiadakis
Efficient exploration in deep reinforcement learning remains a fundamental challenge, especially in environments characterized by high-dimensional states and sparse rewards. Tradit…
cs.MA2025
Conditional Max-Sum for Asynchronous Multiagent Decision Making
Dimitrios Troullinos, Georgios Chalkiadakis, Ioannis Papamichail +1
In this paper we present a novel approach for multiagent decision making in dynamic environments based on Factor Graphs and the Max-Sum algorithm, considering asynchronous variable…