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arXiv (Cornell University)
Partner Approximating Learners (PAL): Simulation-Accelerated Learning\n with Explicit Partner Modeling in Multi-Agent Domains
2019
Mixed cooperative-competitive control scenarios such as human-machine\ninteraction with individual goals of the interacting partners are very\nchallenging for reinforcement learning agents. In order to contribute towards\nintuitive human-machine collaboration…
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Mathematics

Area of knowledge

Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics with the major subdisciplines of number theory, algebra, geometry, and analysis, respectively. There is no general consensus among mathematicians about a common definition for their academic discipline.

Most mathematical activity involves the discovery of properties of abstract objects and the use of pure reason to prove them. These objects consist of either abstractions from nature or—in modern mathematics—entities that are stipulated to have certain properties, called axioms.

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arXiv (Cornell University)
Partner Approximating Learners (PAL): Simulation-Accelerated Learning\n with Explicit Partner Modeling in Multi-Agent Domains
2019
Mixed cooperative-competitive control scenarios such as human-machine\ninteraction with individual goals of the interacting partners are very\nchallenging for reinforcement learning agents. In order to contribute towards\nintuitive human-machine collaboration, we focus on problems in the continuous\nstate and control domain where no explicit communication is considered and the\nagents do not know the others' goals or control laws but only sense their\ncontrol inputs retrospectively. Our proposed framework combines…
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Reinforcement Learning
Computer Science
Artificial Intelligence
Human–Computer Interaction
Machine Learning
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