TY - GEN
T1 - On the Coordination Efficiency of Strategic Multi-Agent Robotic Teams
AU - Vasconcelos, Marcos M.
AU - Touri, Behrouz
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - We study the problem of achieving decentralized coordination by a group of strategic decision-makers choosing to engage or not in a task in a stochastic setting. First, we define a class of symmetric utility games that encompass a broad class of coordination games, including the popular framework known as global games. To study the extent to which agents engaging in a stochastic coordination game indeed coordinate, we propose a new probabilistic measure of coordination efficiency. Then, we provide a universal information-theoretic upper bound on the coordination efficiency as a function of the amount of noise in the observation channels. Finally, we revisit a large class of global games, and we illustrate that their Nash equilibrium policies may be less coordination efficient than certainty equivalent policies, despite them providing better expected utility. This counter-intuitive result, establishes the existence of a nontrivial trade-off between coordination efficiency and expected utility in coordination games.
AB - We study the problem of achieving decentralized coordination by a group of strategic decision-makers choosing to engage or not in a task in a stochastic setting. First, we define a class of symmetric utility games that encompass a broad class of coordination games, including the popular framework known as global games. To study the extent to which agents engaging in a stochastic coordination game indeed coordinate, we propose a new probabilistic measure of coordination efficiency. Then, we provide a universal information-theoretic upper bound on the coordination efficiency as a function of the amount of noise in the observation channels. Finally, we revisit a large class of global games, and we illustrate that their Nash equilibrium policies may be less coordination efficient than certainty equivalent policies, despite them providing better expected utility. This counter-intuitive result, establishes the existence of a nontrivial trade-off between coordination efficiency and expected utility in coordination games.
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U2 - 10.1109/CDC49753.2023.10384161
DO - 10.1109/CDC49753.2023.10384161
M3 - Conference contribution
AN - SCOPUS:85184814789
T3 - Proceedings of the IEEE Conference on Decision and Control
SP - 8130
EP - 8137
BT - 2023 62nd IEEE Conference on Decision and Control, CDC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 62nd IEEE Conference on Decision and Control, CDC 2023
Y2 - 13 December 2023 through 15 December 2023
ER -