On Team Decision Problems with Nonclassical Information Structures
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Abstract (arXiv)
In this paper, we consider sequential dynamic team decision problems with nonclassical information structures. First, we address the problem from the point of view of a ``manager" who seeks to derive the optimal strategy of the team in a centralized process. We derive structural results that yield an information state for the team which does not depend on the control strategy, and thus it can lead to a dynamic programming decomposition where the optimization problem is over the space of the team's decisions. We, then, derive structural results for each team member that yield an information state which does not depend on their control strategy, and thus it can lead to a dynamic programming decomposition where the optimization problem for each team member is over the space of their decisions. Finally, we show that the solution of each team member is the same as the one derived by the manager. We present an illustrative example of a dynamic team with a delayed sharing information structure.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Jan 2021.
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Citing papers per year: 2023: 4; 2024: 1; 2025: 3; 2026: 2.
10 papers.
- 2023Connected and Automated Vehicles in Mixed-Traffic: Learning Human Driver Behavior for Effective On-Ramp Mergingcited by 7
- 2023A Q-learning Approach for Adherence-Aware Recommendationscited by 4
- 2024A Framework for Effective AI Recommendations in Cyber-Physical-Human Systemscited by 4
- 2023Approximate Information States for Worst-Case Control and Learning in Uncertain Systemscited by 3
- 2023Policy Evaluation in Decentralized POMDPs with Belief Sharingcited by 1
- 2025CorrA: Leveraging Large Language Models for Dynamic Obstacle Avoidance of Autonomous Vehiclescited by 1
- 2025Off-Policy Evaluation for Sequential Persuasion Process with Unobserved Confoundingcited by 1
- 2025A Communication-Efficient Decentralized Actor-Critic Algorithmcited by 1
- 2026Provably Optimal Learning Algorithms for Assistance Gamescited by 0
- 2026A Decentralized Partially Observable Team Decision Methodology with Delayed Information Sharingcited by 0
- 2026A Decentralized Partially Observable Team Decision Methodology with Delayed Information Sharing22 Sep 2026
- 2026Provably Optimal Learning Algorithms for Assistance Games9 Jul 2026
- 2025A Communication-Efficient Decentralized Actor-Critic Algorithm22 Oct 2025
- 2025Off-Policy Evaluation for Sequential Persuasion Process with Unobserved Confounding1 Apr 2025
- 2025CorrA: Leveraging Large Language Models for Dynamic Obstacle Avoidance of Autonomous Vehicles3 Mar 2025
- 2024A Framework for Effective AI Recommendations in Cyber-Physical-Human Systems8 Mar 2024
- 2023A Q-learning Approach for Adherence-Aware Recommendations12 Sep 2023
- 2023Connected and Automated Vehicles in Mixed-Traffic: Learning Human Driver Behavior for Effective On-Ramp Merging1 Apr 2023
- 2023Policy Evaluation in Decentralized POMDPs with Belief Sharing8 Feb 2023
- 2023Approximate Information States for Worst-Case Control and Learning in Uncertain Systems12 Jan 2023