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Project PANAMA focuses on automating the development of numerical methods for machine intelligence tasks. It aims to enhance the efficiency and safety of artificial intelligence by enabling these methods to adapt and assess their own performance in real-time.
Numerical tasks - integration, linear algebra, optimization, the solution of differential equations - form the computational basis of machine intelligence.
Currently, human designers pick methods for these tasks from toolboxes.
The generic algorithms assembled in such collections tend to be inefficient on any specific task, and can be unsafe when used incorrectly on problems they were not designed for.
Research in numerical methods thus carries carries the potential for groundbreaking advancemen…
EBERHARD KARLS UNIVERSITAET TUEBINGEN
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