Sotabase

Career

· Advisor, AI Policy, U.S. Department of Justice2023–
· Technical Director for Autonomy, Defense Innovation Unit (DIU)2022–
· Ph.D. student in Artificial Intelligence and Public Policy, University of California, Berkeley2021–2025

Publications (24)

xBD: A Dataset for Assessing Building Damage from Satellite Imagery
arXiv.org · 2019
335
cited
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning
IEEE International Conference on Computer Vision · 2022
310
cited
SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image Understanding
IEEE International Conference on Computer Vision · 2022
182
cited
xView3-SAR: Detecting Dark Fishing Activity Using Synthetic Aperture Radar Imagery
Neural Information Processing Systems · 2022
48
cited
See, Say, and Segment: Teaching LMMs to Overcome False Premises
Computer Vision and Pattern Recognition · 2023
34
cited
Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark
International Conference on Learning Representations · 2024
30
cited
WiSoSuper: Benchmarking Super-Resolution Methods on Wind and Solar Data
arXiv.org · 2021
21
cited
Satlas: A Large-Scale, Multi-Task Dataset for Remote Sensing Image Understanding
arXiv.org · 2022
20
cited
ClimSim-Online: A Large Multi-scale Dataset and Framework for Hybrid ML-physics Climate Emulation
2023
16
cited
Confidence-Building Measures for Artificial Intelligence: Workshop Proceedings
arXiv.org · 2023
12
cited
Open Problems in Robotic Anomaly Detection
arXiv.org · 2018
12
cited
Data-Centric AI Governance: Addressing the Limitations of Model-Focused Policies
arXiv.org · 2024
8
cited
Harnessing AI and robotics in humanitarian assistance and disaster response
Science Robotics · 2023
8
cited
LISAT: Language-Instructed Segmentation Assistant for Satellite Imagery
arXiv.org · 2025
4
cited
Visual Haystacks: Answering Harder Questions About Sets of Images
arXiv.org · 2024
4
cited
Region-level Active Detector Learning
2021
3
cited
Snowpack Estimation in Key Mountainous Water Basins from Openly-Available, Multimodal Data Sources
arXiv.org · 2022
3
cited
Whack-a-Chip: The Futility of Hardware-Centric Export Controls
arXiv.org · 2024
3
cited
Focusing on the Big Picture: Insights into a Systems Approach to Deep Learning for Satellite Imagery
2018 IEEE International Conference on Big Data (Big Data) · 2018
2
cited
Open-Source Assessments of AI Capabilities: The Proliferation of AI Analysis Tools, Replicating Competitor Models, and the Zhousidun Dataset
arXiv.org · 2024
2
cited
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