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@@ -23,7 +23,7 @@ two complementary approaches:
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literature (geometric mean, softmax weighting, [etc.](#supported-scalarizers)). This is often a good baseline.
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- **[Jacobian descent](https://arxiv.org/pdf/2406.16232)**: compute the Jacobian matrix of losses
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with respect to parameters and aggregate it into an update direction using state-of-the-art
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aggregators (UPGrad, MGDA, CAGrad, [and many more]()#supported-aggregators-and-weightings).
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aggregators (UPGrad, MGDA, CAGrad, [and many more](#supported-aggregators-and-weightings)).
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This in particular allows taking conflict-free
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optimization directions, which can resolve problems that may be impossible to solve with standard
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scalarizers.

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