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Theoretical Analysis and Idea of SPIN are quite weird (may not make senses)?? #30

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AGTSAAA opened this issue Apr 20, 2024 · 0 comments

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@AGTSAAA
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AGTSAAA commented Apr 20, 2024

  1. At iteration 0, the p_{\theta_0}=p_{SFT} and the global optimal p_{\theta_1} after iteration 1 of following objecitve will still be p_{SFT} . Thus, the following iterations of p_{\theta} will always be p_{SFT}.
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  1. In your theoretical analysis, you also prove that p_{\theta*}=p_{data}; however, p_{SFT}=p_{\theta*} by minimizing the cross-entropy. I believe the reason why SPIN outperforms p_{SFT} is not clear. Could you please explain this?
@AGTSAAA AGTSAAA changed the title Theoretical Analysis and Idea of SPIN may not make sense?? Theoretical Analysis and Idea of SPIN are quite weird?? Apr 20, 2024
@AGTSAAA AGTSAAA changed the title Theoretical Analysis and Idea of SPIN are quite weird?? Theoretical Analysis and Idea of SPIN are quite weird (may not make senses)?? Apr 20, 2024
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