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cs.LG2022
A Systematic Study of Bias Amplification
Melissa Hall, Laurens van der Maaten, Laura Gustafson +2
Recent research suggests that predictions made by machine-learning models can amplify biases present in the training data. When a model amplifies bias, it makes certain predictions…
cs.LG2020
Forward Prediction for Physical Reasoning
Rohit Girdhar, Laura Gustafson, Aaron Adcock +1
Physical reasoning requires forward prediction: the ability to forecast what will happen next given some initial world state. We study the performance of state-of-the-art forward-p…