Esther Rolf

1. SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery
   2023/11/28 by Konstantin Klemmer, Klemmer, Konstantin, Esther Rolf +7 · 1 voice · 22 citations
   Computer Science · Engineering · #Remote-Sensing Image Classification #cs.AI #cs.CV #cs.CY #cs.LG
2. Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks
   2023/10/10 by Marc Rußwurm, Konstantin Klemmer, Esther Rolf +2 · 1 voice · 10 citations
   #cs.LG #cs.AI
3. Representation Matters: Assessing the Importance of Subgroup Allocations\n in Training Data
   2021/03/04 by Esther Rolf, Theodora Worledge, Rolf, Esther +5 · 4 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning
4. The effect of large-scale anti-contagion policies on the COVID-19 pandemic
   2020/06/08 by Solomon Hsiang, Daniel Allen, Sébastien Annan-Phan +12 · 9 citations
   Economics, Econometrics and Finance · Environmental Science · Mathematics · #COVID-19 Pandemic Impacts #COVID-19 epidemiological studies #COVID-19 impact on air quality
5. Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning
   2020/03/14 by Esther Rolf, Rolf, Esther, Max Simchowitz +11 · 3 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
6. Striving for data-model efficiency: Identifying data externalities on group performance
   2022/11/11 by Esther Rolf, Rolf, Esther, Ben Packer +5 · 1 citation
   Computer Science · Decision Sciences · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Contrasting local and global modeling with machine learning and satellite data: A case study estimating tree canopy height in African savannas
   2024/11/21 by Esther Rolf, Lucia Gordon, Rolf, Esther +6 · 1 voice · 1 citation
   Environmental Science · #Forest ecology and management #Remote Sensing and LiDAR Applications #Remote Sensing in Agriculture #cs.AI #cs.CV #cs.LG
8. Evaluation Challenges for Geospatial ML
   2023/03/31 by Esther Rolf, Rolf, Esther · 1 citation
   Social Sciences · Medicine · #Human Mobility and Location-Based Analysis #Data-Driven Disease Surveillance #Geographic Information Systems Studies