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Sequential decision making with untrustworthy service providers [PDF]

open access: yesInternational Joint Conference on Autonomous Agents and Multiagent Systems, 2008
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
openaire   +4 more sources

Ethically Compliant Sequential Decision Making

Proceedings of the AAAI Conference on Artificial Intelligence, 2021
Enabling 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
openaire   +1 more source

Dynamics of Sequential Decision Making

Physical Review Letters, 2006
We 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
openaire   +2 more sources

On Adaptivity and Safety in Sequential Decision Making

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023
Sequential 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.
openaire   +1 more source

A Semantic Framework for Sequential Decision Making [PDF]

open access: possible, 2015
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
openaire   +2 more sources

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