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Sequential Decision Making in Repeated Coalition Formation under Uncertainty
Chalkiadakis, Georgios, Boutilier, Craig
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Sequential decision making with untrustworthy service providers [PDF]
In this paper, we deal with the sequential decision making problem of agents operating in computational economies, where there is uncertainty regarding the trustworthiness of service providers populating the environment. Specifically, we propose a generic Bayesian trust model, and formulate the optimal Bayesian solution to the exploration-exploitation ...
Teacy, W. T. L. +3 more
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Ethically Compliant Sequential Decision Making
Proceedings of the AAAI Conference on Artificial Intelligence, 2021Enabling autonomous systems to comply with an ethical theory is critical given their accelerating deployment in domains that impact society. While many ethical theories have been studied extensively in moral philosophy, they are still challenging to implement by developers who build autonomous systems.
Justin Svegliato +2 more
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Dynamics of Sequential Decision Making
Physical Review Letters, 2006We suggest a new paradigm for intelligent decision-making suitable for dynamical sequential activity of animals or artificial autonomous devices that depends on the characteristics of the internal and external world. To do it we introduce a new class of dynamical models that are described by ordinary differential equations with a finite number of ...
Mikhail I, Rabinovich +2 more
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On Adaptivity and Safety in Sequential Decision Making
Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023Sequential decision making is an important field in machine learning, encompassing techniques such as online optimization, structured bandits, and reinforcement learning, which have numerous applications such as recommendation systems, online advertising, conversational agents, and robot learning.
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A Semantic Framework for Sequential Decision Making [PDF]
Current developments in the medical domain, not unlike many other sectors, are marked by the growing digitalisation of data, including patient records, study results, clinical guidelines or imagery. This trend creates the opportunity for the development of innovative decision support systems to assist physicians in making a diagnosis or preparing a ...
Patrick Philipp 0002 +3 more
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