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Career

· Assistant Professor, University of Colorado, Boulder2024–

Publications (24)

The effect of large-scale anti-contagion policies on the COVID-19 pandemic
Nature · 2020
1,263
cited
Delayed Impact of Fair Machine Learning
International Conference on Machine Learning · 2018
507
cited
A generalizable and accessible approach to machine learning with global satellite imagery
Nature Communications · 2020
164
cited
The Effect of Large-Scale Anti-Contagion Policies on the Coronavirus (COVID-19) Pandemic
medRxiv · 2020
54
cited
Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data
International Conference on Machine Learning · 2021
45
cited
A Successive-Elimination Approach to Adaptive Robotic Source Seeking
IEEE Transactions on robotics · 2018
27
cited
Application-Driven Innovation in Machine Learning
International Conference on Machine Learning · 2024
26
cited
Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning
International Conference on Machine Learning · 2020
26
cited
Publisher Correction: The effect of large-scale anti-contagion policies on the COVID-19 pandemic
Nature · 2020
20
cited
Resolving label uncertainty with implicit posterior models
Conference on Uncertainty in Artificial Intelligence · 2022
13
cited
Evaluation Challenges for Geospatial ML
arXiv.org · 2023
12
cited
Fairness and representation in satellite-based poverty maps: Evidence of urban-rural disparities and their impacts on downstream policy
International Joint Conference on Artificial Intelligence · 2023
10
cited
A Successive-Elimination Approach to Adaptive Robotic Sensing
arXiv.org · 2018
8
cited
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information
International Conference on Artificial Intelligence and Statistics · 2020
6
cited
Reflections from the Workshop on AI-Assisted Decision Making for Conservation
arXiv.org · 2023
5
cited
Can Strategic Data Collection Improve the Performance of Poverty Prediction Models?
arXiv.org · 2022
3
cited
Ground Control to Major Tom: the importance of field surveys in remotely sensed data analysis
arXiv.org · 2017
3
cited
Striving for data-model efficiency: Identifying data externalities on group performance
arXiv.org · 2022
3
cited
Balancing Competing Objectives for Welfare-Aware Machine Learning with Imperfect Data
2019
1
cited
bolliger32/gpl-covid: medRxiv update 2
2020
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Esther Rolf | Researcher Profile | Sotabase | Sotabase