Francesco Alesiani

Gated Information Bottleneck for Generalization in Sequential Environments

2021 · arXiv (Cornell University)

Deep neural networks suffer from poor generalization to unseen environments when the underlying data distribution is different from that in the training set. By learning minimum sufficient representations from training data, the information bottleneck (IB) …