The Metagame of Interpretability and Meta-Attributions
METAGAME is a framework to quantify second-order interaction effects in model explanations. It treats attribution methods as games and uses Shapley values to decompose first-order attributions into directional meta-attributions. This provides a principled, hierarchical way to understand how features interact within language models and vision systems.