Introduction

Tasks

Data

Figure 1

CommonCrawl

Fairness

Figure 1

  • Who is shown in this blurred picture? Barack Obama by @Chicken3gg, Twitter

    • Figure 2

  • While the picture is of Barack Obama, the upsampled image shows a white face. Barack Obama by @Chicken3gg, Twitter

    • Dataset shift

    Explainability

    Figure 1

    Decision tree and boundaries.
    Decision tree and boundaries.

    Figure 2

    Saliency map for chest X-ray model
    Saliency map for chest X-ray model

    Attacks

    Figure 1

    Banana or toaster

    Figure 2

    poodle

    Figure 3

    apple