Timezone: »

 
Feature-Level Synthesis of Human and ML Insights
Isaac Lage · Sonali Parbhoo · Finale Doshi-Velez

@
in HCAI@NeurIPS 2022, Human Centered AI »
Event URL: https://openreview.net/forum?id=ZYMaj7ei7BP »

We argue that synthesizing insights from humans and ML models at the level of features is an important direction to explore to improve human-ML collaboration on decision-making problems. We show through an illustrative example that feature-level synthesis can produce correct predictions in a case where existing methods fail, then lay out directions for future exploration.

[ Poster]  [ OpenReview]  [ Topia] 

Author Information

Isaac Lage (Harvard)
Sonali Parbhoo (Imperial College London)
Finale Doshi-Velez (Harvard)

More from the Same Authors