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Counting Occurrences in a State-Action Multiset
An agent's experience in an environment is collected as the following multiset of state-action pairs: D = {(s_A, a_1), (s_B, a_2), (s_A, a_1), (s_C, a_1), (s_A, a_1), (s_B, a_2)}. Based on this data, how many times did the agent take action a_1 from state s_A?
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Ch.4 Alignment - Foundations of Large Language Models
Foundations of Large Language Models
Computing Sciences
Foundations of Large Language Models Course
Application in Bloom's Taxonomy
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An agent's experience is recorded as a sequence of four state-action pairs: first
(s1, a1), then(s1, a2), then(s2, a1), and finally(s1, a1). How would this collection of four interactions be represented as a multiset?An agent's experience over five time steps is recorded as the following multiset of state-action pairs:
D = {(s1, a1), (s2, a2), (s1, a1), (s3, a1), (s1, a1)}. If this data were instead stored as a standard set, which only contains unique elements, what crucial information would be lost?Counting Occurrences in a State-Action Multiset