Packet 8: Bonus 3

Answer the following about frameworks in the field of explainable AI, or XAI, for 10 points each.
[10e] XAI seeks to avoid interpretation of a neural model as one of these metaphorical structures, where inputs are turned into outputs without any knowledge of its internal workings.
ANSWER: black box
[10h] A standard XAI method uses these game-theoretic values, whose unique satisfaction of efficiency, additivity, symmetry, and the null player property is useful for transparent feature selection. These values are the average marginal contributions of a variable to a coalition.
ANSWER: Shapley values
[10m] In 2020, this company’s research division released InterpretML as one of its XAI development tools. This company created the dot-NET platform to support an object-oriented language it developed.
ANSWER: Microsoft [or Microsoft Corporation] (The object-oriented language is C#.)
<Editors, Other Science> | Q. Playoffs 8 (Editors 8)

HeardPPBE %M %H %
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TournamentEditionMatchHeardPPBE %M %H %
Main Site2026-04-172415.8396%50%13%