Risto Miikkulainen
3 papers in the PaperMetrix corpus
Papers by this author
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Generalization of Agent Behavior through Explicit Representation of Context
2021 · 2021 IEEE Conference on Games (CoG)
In order to deploy autonomous agents in digital interactive environments, they must be able to act robustly in unseen situations. The standard machine learning approach is to include as much variation as possible into training …
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Adapting to Unseen Environments through Explicit Representation of\n Context
2020 · arXiv (Cornell University)
In order to deploy autonomous agents to domains such as autonomous driving,\ninfrastructure management, health care, and finance, they must be able to adapt\nsafely to unseen situations. The current approach in constructing such agents\nis to try …
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Object-Model Transfer in the General Video Game Domain
2016 · Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment
A transfer learning approach is presented to address the challenge of training video game agents with limited data. The approach decomposes games into objects, learns object models, and transfers models from known games to unfamiliar …