Rarely-switching linear bandits: optimization of causal effects for the real world

Benjamin Lansdell, Sofia Triantafillou, Konrad Kording

Excessively changing policies in many real world scenarios is difficult, unethical, or expensive. After all, doctor guidelines, tax codes, and price lists can only be reprinted so…