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Variational Policy for Guiding Point Processes
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use variational KL-MPC instead of CE-MPC | opinion guiding · Synthetic opinion guiding | state cost: 1798 -> 518 | Helped |
| use MPC feedback instead of open-loop control (ablation) | KL policy · Synthetic opinion guiding | state cost: 2089 -> 518 | Helped |
| use variational KL-MPC instead of CE-MPC | smart broadcasting · Smart broadcasting, Twitter | average rank: 6.2 -> 1.5 | Helped |
| use MPC feedback instead of open-loop control (ablation) | KL policy · Smart broadcasting, Twitter | average rank: 8.9 -> 1.5 | Helped |
| use variational KL-MPC instead of CE-MPC | smart broadcasting · Smart broadcasting, Twitter held-out data | prediction accuracy: 0.45 -> 0.78 | Helped |
| use MPC feedback instead of open-loop control (ablation) | KL policy · Smart broadcasting, Twitter held-out data | prediction accuracy: 0.4 -> 0.78 | Helped |
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