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Processing of Shapley Module #9

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Kaihui-Cheng opened this issue Nov 6, 2023 · 3 comments
Open

Processing of Shapley Module #9

Kaihui-Cheng opened this issue Nov 6, 2023 · 3 comments

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@Kaihui-Cheng
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It is a good idea to incorporate the Shapley value into balanced multi-modality learning. However, I couldn't locate the Shapley module in this project. Could you please help me find its location? Thank you.

@lihong2303
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You can find it under the model initialization.

@Kaihui-Cheng
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Okey, I find it. Another question: in AGM Equation (1) shows $S\neq \varnothing$. But if so, in Equation (3), why there is $\phi(m_1,0^{m_2})$.
1699259082665

@lihong2303
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$\phi(m_{1}, 0^{m^{2}})$ is used to mute the input of modality $m_{2}$. The details of the Shaply theorem can be found in "SHAPE: An Unified Approach to Evaluate the Contribution and Cooperation of Individual Modalities".

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