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HISTORY.md
@@ -12,7 +12,7 @@ Therefore, in case a variational family of `<:MvLocationScale` is used in combin
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An additional layer of indirection, `AbstractVariationalAlgorithms` has been added.
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Previously, all variational inference algorithms were assumed to run SGD in parameter space.
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-This desing however, is proving to be too rigid.
+This design however, has proved to be too rigid.
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Instead, each algorithm is now assumed to implement three simple interfaces: `init`, `step`, and `output`.
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A new specialization of `estimate_objective` have been added that takes the variational algorithm `alg` as an argument.
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