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researcher

David Benjamin Childers

Tepper School of Business

4 papers hereh-index 6126 citations13 works total

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

author position
  • middle author1
  • last author3

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • stat.ME1
  • stat.ML1
affiliations
  • Tepper School of Business
Homepage

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedLocal Causal Discovery for Estimating Causal Effects

3 citations · 6 across the 4 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2023★ 3 cited

Local Causal Discovery for Estimating Causal Effects

Shantanu Gupta, David Childers, Zachary C. Lipton

Even when the causal graph underlying our data is unknown, we can use observational data to narrow down the possible values that an average treatment effect (ATE) can take by (1) i…

cs.LG2021

Efficient Online Estimation of Causal Effects by Deciding What to Observe

Shantanu Gupta, Zachary C. Lipton, David Childers

Researchers often face data fusion problems, where multiple data sources are available, each capturing a distinct subset of variables. While problem formulations typically take the…

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