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Esther Rolf
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2020 – today
- 2024
- [c12]Lucia Gordon
, Esther Rolf
Combining Diverse Information for Coordinated Action: Stochastic Bandit Algorithms for Heterogeneous Agents. ECAI 2024: 3284-3291 - [c11]Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia:
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. ICLR 2024 - [c10]Esther Rolf, Konstantin Klemmer, Caleb Robinson, Hannah Kerner:
Position: Mission Critical - Satellite Data is a Distinct Modality in Machine Learning. ICML 2024 - [c9]David Rolnick, Alán Aspuru-Guzik, Sara Beery, Bistra Dilkina, Priya L. Donti, Marzyeh Ghassemi, Hannah Kerner, Claire Monteleoni, Esther Rolf, Milind Tambe, Adam White:
Position: Application-Driven Innovation in Machine Learning. ICML 2024 - [i19]Esther Rolf, Konstantin Klemmer, Caleb Robinson, Hannah Kerner:
Mission Critical - Satellite Data is a Distinct Modality in Machine Learning. CoRR abs/2402.01444 (2024) - [i18]David Rolnick, Alán Aspuru-Guzik, Sara Beery, Bistra Dilkina, Priya L. Donti, Marzyeh Ghassemi, Hannah Kerner, Claire Monteleoni
Application-Driven Innovation in Machine Learning. CoRR abs/2403.17381 (2024) - [i17]Lucia Gordon, Esther Rolf, Milind Tambe:
Combining Diverse Information for Coordinated Action: Stochastic Bandit Algorithms for Heterogeneous Agents. CoRR abs/2408.03405 (2024) - [i16]Esther Rolf, Lucia Gordon, Milind Tambe, Andrew Davies:
Contrasting local and global modeling with machine learning and satellite data: A case study estimating tree canopy height in African savannas. CoRR abs/2411.14354 (2024) - 2023
- [c8]Emily L. Aiken, Esther Rolf, Joshua Blumenstock:
Fairness and Representation in Satellite-Based Poverty Maps: Evidence of Urban-Rural Disparities and Their Impacts on Downstream Policy. IJCAI 2023: 5888-5896 - [i15]Esther Rolf:
Evaluation Challenges for Geospatial ML. CoRR abs/2303.18087 (2023) - [i14]Emily L. Aiken, Esther Rolf, Joshua Blumenstock:
Fairness and representation in satellite-based poverty maps: Evidence of urban-rural disparities and their impacts on downstream policy. CoRR abs/2305.01783 (2023) - [i13]Lily Xu, Esther Rolf, Sara Beery, Joseph R. Bennett, Tanya Y. Berger-Wolf, Tanya Birch
Reflections from the Workshop on AI-Assisted Decision Making for Conservation. CoRR abs/2307.08774 (2023) - [i12]Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia:
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. CoRR abs/2310.06743 (2023) - [i11]Konstantin Klemmer, Esther Rolf, Caleb Robinson, Lester Mackey, Marc Rußwurm:
SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery. CoRR abs/2311.17179 (2023) - 2022
- [b1]Esther Rolf:
Incorporating Intent, Impact, and Context for Beneficial Machine Learning. University of California, Berkeley, USA, 2022 - [c7]Esther Rolf, Nikolay Malkin, Alexandros Graikos, Ana Jojic, Caleb Robinson, Nebojsa Jojic:
Resolving label uncertainty with implicit posterior models. UAI 2022: 1707-1717 - [i10]Esther Rolf, Nikolay Malkin, Alexandros Graikos, Ana Jojic, Caleb Robinson, Nebojsa Jojic:
Resolving label uncertainty with implicit posterior models. CoRR abs/2202.14000 (2022) - [i9]Esther Rolf, Ben Packer, Alex Beutel, Fernando Diaz:
Striving for data-model efficiency: Identifying data externalities on group performance. CoRR abs/2211.06348 (2022) - [i8]Satej Soman, Emily L. Aiken, Esther Rolf, Joshua Blumenstock:
Can Strategic Data Collection Improve the Performance of Poverty Prediction Models? CoRR abs/2211.08735 (2022) - 2021
- [j1]Esther Rolf
A Successive-Elimination Approach to Adaptive Robotic Source Seeking. IEEE Trans. Robotics 37(1): 34-47 (2021) - [c6]Esther Rolf, Theodora T. Worledge, Benjamin Recht, Michael I. Jordan:
Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data. ICML 2021: 9040-9051 - [i7]Esther Rolf, Theodora Worledge, Benjamin Recht, Michael I. Jordan:
Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data. CoRR abs/2103.03399 (2021) - 2020
- [c5]Esther Rolf, Michael I. Jordan, Benjamin Recht:
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information. AISTATS 2020: 1759-1769 - [c4]Esther Rolf, Max Simchowitz, Sarah Dean, Lydia T. Liu, Daniel Björkegren, Moritz Hardt, Joshua Blumenstock:
Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning. ICML 2020: 8158-8168 - [i6]Esther Rolf, Michael I. Jordan, Benjamin Recht:
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information. CoRR abs/2003.05955 (2020) - [i5]Esther Rolf, Max Simchowitz, Sarah Dean, Lydia T. Liu, Daniel Björkegren, Moritz Hardt, Joshua Blumenstock:
Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning. CoRR abs/2003.06740 (2020) - [i4]Esther Rolf, Jonathan Proctor, Tamma Carleton, Ian Bolliger, Vaishaal Shankar, Miyabi Ishihara, Benjamin Recht, Solomon Hsiang:
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery. CoRR abs/2010.08168 (2020)
2010 – 2019
- 2019
- [c3]Lydia T. Liu, Sarah Dean, Esther Rolf, Max Simchowitz, Moritz Hardt:
Delayed Impact of Fair Machine Learning. IJCAI 2019: 6196-6200 - 2018
- [c2]Lydia T. Liu, Sarah Dean, Esther Rolf, Max Simchowitz, Moritz Hardt:
Delayed Impact of Fair Machine Learning. ICML 2018: 3156-3164 - [i3]Lydia T. Liu, Sarah Dean, Esther Rolf, Max Simchowitz, Moritz Hardt:
Delayed Impact of Fair Machine Learning. CoRR abs/1803.04383 (2018) - [i2]Esther Rolf, David Fridovich-Keil, Max Simchowitz, Benjamin Recht, Claire J. Tomlin:
A Successive-Elimination Approach to Adaptive Robotic Sensing. CoRR abs/1809.10611 (2018) - 2017
- [i1]Ian Bolliger, Tamma Carleton, Solomon Hsiang, Jonathan Kadish, Jonathan Proctor, Benjamin Recht, Esther Rolf, Vaishaal Shankar:
Ground Control to Major Tom: the importance of field surveys in remotely sensed data analysis. CoRR abs/1710.09342 (2017) - 2013
- [c1]Esther Rolf, Matt Whitlock, Byung-Cheol Min
Enhancing Wi-Fi Signal Strength of a Dynamic Heterogeneous System Using a Mobile Robot Provider. RiTA 2013: 927-937
Coauthor Index
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