Decoding Generalization from Memorization in Deep Neural Networks

Simran Ketha, Venkatakrishnan Ramaswamy

Action editor: Takashi Ishida

https://openreview.net/forum?id=BeT6jaD6ao

#memorization #generalization #generalize

“These models somehow just #generalize dramatically worse than people. It’s super obvious. That seems like a very fundamental thing.” - Ilya #Sutskever - Safe #Superintelligence

Sutskever... - https://with.ga/4m6qb
#quote #ai #ArtificialIntelligence #AGI

“These models somehow just #generalize dramatically worse than people. It’s super obvious. That seems like a very fundamental thing.” - Ilya #Sutskever - Safe #Superintelligence

Sutskever... - https://with.ga/4m6qb
#quote #ai #ArtificialIntelligence #AGI

It's our system that is a failure, every generation has tried to change that. #generalize

#9
New, unifying concepts may be derived empirically by linking data patterns that #generalize to the interaction between experimental components (#TaskDemands).

New theories can emerge and be tested through #Multitask studies unconstrained by existing taxonomies!

#NASA May Pay $1 Billion to Destroy the #InternationalSpaceStation. Here’s Why : Sci Am

Here’s How Two #Teenagers Found a New Proof of the #Pythagorean Theorem : Medium

Do #MachineLearning Models #Memorize or #Generalize? : Google

Daily #KnowledgeLinks

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