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researcher

Isaac Lage

9 papers hereh-index 11939 citations16 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author2

Across the 7 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG8
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20182024
most citedPromises and Pitfalls of Black-Box Concept Learning Models

20 citations · 21 across the 4 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

cs.LG2020★ 1 cited

Learning Interpretable Concept-Based Models with Human Feedback

Isaac Lage, Finale Doshi-Velez

Machine learning models that first learn a representation of a domain in terms of human-understandable concepts, then use it to make predictions, have been proposed to facilitate i…

cs.LG2020

When Does Uncertainty Matter?: Understanding the Impact of Predictive Uncertainty in ML Assisted Decision Making

Sean McGrath, Parth Mehta, Alexandra Zytek +2

As machine learning (ML) models are increasingly being employed to assist human decision makers, it becomes critical to provide these decision makers with relevant inputs which can…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.