3 papers
cs.LG2023
On the Fusion Strategies for Federated Decision Making
Mert Kayaalp, Yunus Inan, Visa Koivunen +2
We consider the problem of information aggregation in federated decision making, where a group of agents collaborate to infer the underlying state of nature without sharing their p…
cs.LG2023
Policy Evaluation in Decentralized POMDPs with Belief Sharing
Mert Kayaalp, Fatima Ghadieh, Ali H. Sayed
Most works on multi-agent reinforcement learning focus on scenarios where the state of the environment is fully observable. In this work, we consider a cooperative policy evaluatio…
cs.MA2022
Social Learning under Randomized Collaborations
Yunus Inan, Mert Kayaalp, Emre Telatar +1
We study a social learning scheme where at every time instant, each agent chooses to receive information from one of its neighbors at random. We show that under this sparser commun…