QFT for mathematicians

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I have a graduate degree in mathematics, I want to learn enough QFT to understand whats going on in Wittens paper about QFT and the Jones polynomial. So I need some QFT and maybe Chern-Simons theory. What are good resources to learn whats necessary? I want to understand fully this paper.

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I think that a good resource might (just might) be the following book:

Quantum Fields and Strings a Course for Mathematicians. This book emphasizes mathematical rigor and technique. I haven't gone through all of it, but it might have what you're looking for.