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Add section on autocorrelation and HAC standard errors
Expanded the TF-ITS notebook with a detailed explanation of autocorrelation in time series, its impact on causal inference, and the motivation for using HAC (Newey-West) standard errors. Updated the simulation to generate autocorrelated errors using an AR(1) process, and clarified the importance of robust inference in the context of time series interventions.
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docs/source/notebooks/tfits_single_channel.ipynb

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