Luca Franceschi

Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions

2021 · arXiv (Cornell University)

Combining discrete probability distributions and combinatorial optimization problems with neural network components has numerous applications but poses several challenges. We propose Implicit Maximum Likelihood Estimation (I-MLE), a framework for end-to-end learning of models combining discrete …