Yilun Zhou

Bayes-Probe: Distribution-Guided Sampling for Prediction Level Sets.

2020 · arXiv (Cornell University)

Post-hoc explanation methods are gaining popularity for interpreting, understanding, and debugging neural networks. Most analyses using such methods explain decisions in response to inputs drawn from the test set. However, the test set may have …

Towards Understanding the Behaviors of Optimal Deep Active Learning Algorithms

2020 · arXiv (Cornell University)

Active learning (AL) algorithms may achieve better performance with fewer data because the model guides the data selection process. While many algorithms have been proposed, there is little study on what the optimal AL algorithm …