Feb 16, 2020 · Abstract:When predictions support decisions they may influence the outcome they aim to predict. We call such predictions performative; ...
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When predictions support decisions they may in- fluence the outcome they aim to predict. We call such predictions performative; the prediction influences ...
Performativity is everywhere! • Performative prediction offers a conceptual framework to reason about performativity in machine learning. • Solution concepts:.
Oct 25, 2023 · Abstract:Predictions in the social world generally influence the target of prediction, a phenomenon known as performativity.
We develop a risk minimization framework for performative prediction bringing together concepts from statistics, game theory, and causality.
Abstract: When predictions support decisions they may influence the outcome they aim to predict. Such predictions are called performative; the prediction ...
When predictions support decisions they may influence the outcome they aim to predict. We call such predictions performative; the prediction influences the ...
In performative prediction, the choice of a model influences the distribution of future data, typically through actions taken based on the model's predictions.
The core theme in performative prediction is that the choice of a predictive model influences the distribution of future data, typically through actions taken ...
May 9, 2023 · If done properly, social predictions are performative. They directly interact with the world around them and change it.