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How to Predict CTR Based on Offline Data
The main bottleneck really is that you need to have a decent representative sample of the action space. And so this is like the main reason why banded learning systems have not been adopted in a majority of cases. But building the stochastic policy to sample directly from a few millions of items, that works seldomly. You would need way too much data to actually get that working properly.