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stat.ML2022
MCD: Marginal Contrastive Discrimination for conditional density estimation
Katia Meziani, Aminata Ndiaye, Benjamin Riu
We consider the problem of conditional density estimation, which is a major topic of interest in the fields of statistical and machine learning. Our method, called Marginal Contras…
cs.LG2022
AdaCap: Adaptive Capacity control for Feed-Forward Neural Networks
Katia Meziani, Karim Lounici, Benjamin Riu
The capacity of a ML model refers to the range of functions this model can approximate. It impacts both the complexity of the patterns a model can learn but also memorization, the…