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Description of changes: This PR masks rows corresponding to all covariates in the future target. Specifically, this is to avoid the contribution of past-only covariates in loss computation. The previous setup was correct from the perspective of pretraining but I think this makes more sense for fine-tuning.

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@abdulfatir abdulfatir added the run-eval Run evaluation CI workflow label Nov 17, 2025
@abdulfatir abdulfatir merged commit 0f3c565 into amazon-science:main Nov 17, 2025
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@abdulfatir abdulfatir deleted the no-loss-on-past-only branch November 17, 2025 17:03
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