Usually a third degree polynomial is sufficient. You can edit it by changing the tangents of the start and end point. Then there's (B-)splines obviously, but that requires a fair amount of calculation time. You can also take a look at Lagrange interpolation.
The best thing you can do is to write an editor that allows different interpolation types for pieces of your timeline.

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