River-1 Simulator

Dial in a marketing world — the PFN fits it in one forward pass Explore the model check →
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amortized Bayesian fit
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Channel efficiencies — the truth the model must find

Set the simulated channel strengths. Compare the model’s estimated contributions with the known simulated truth.

The world

samples:

Every change simulates 208 weeks and runs River-1 on the observed history. Dashed lines are the simulated ground truth; shaded bands are 80% posterior intervals.

Explore a synthetic marketing world. River-1 decomposes simulated sales into baseline, channel and control contributions. Adjust the true channel strengths and compare the posterior with the known truth. Results can be wrong: this is one artificial example, not validation on real marketing data.

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highest contribution / spend
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mean ratio error vs truth
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worlds fitted this session

Simulated contribution / spend — truth vs River-1 (80% interval)

True response curves (spend → weekly contribution)

Simulated sales & River-1 latent sales (80% bands)

Channel contributions — simulated truth (dashed) vs River-1