The issue regarding this problem was addressed on https://github.com/tc39/proposal-decorators/issues/69. Despite this discussion, TypeScript does not currently support it.
The following code demonstrates the lack of support:
export @deco()
class a {};
However, the code below does work as expected:
@deco
export class a {};