Combating catastrophic forgetting with developmental compression

12 Apr 2018Shawn L. E. BeaulieuSam KriegmanJosh C. Bongard

Generally intelligent agents exhibit successful behavior across problems in several settings. Endemic in approaches to realize such intelligence in machines is catastrophic forgetting: sequential learning corrupts knowledge obtained earlier in the sequence, or tasks antagonistically compete for system resources... (read more)

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