1 The statistical problem is only a proxy
2 Nature does not shuffle the examples. We shouldn't
3 Invariance across environments buys extrapolation powers
4 Invariance across environments is related to causation
5 Invariant representations enable invariance
Tag yourself - I'm #2
Great insights on learning from Leon Bottou
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