Publications
Given the interdisciplinary and collaborative nature of my work, this list includes both ecology journal publications and computer science conference papers. In computer science, conferences typically require a full paper submission that undergoes rigorous peer review, more like a journal publication in ecology. A full record is available on Google Scholar.
Peer-reviewed, in review
- From collection trays to AI-ready data: an operational framework for automated entomological specimen processing. Biodiversity Data Journal (in review).
2026
- A continental-scale dataset of ground beetles with high-resolution images and validated morphological trait measurements. Nature Scientific Data.
- ForestForTrees: an R package to infer forest structure from remote sensing data. Methods in Ecology and Evolution 17(7): 2052–2060.
- Comprehensive framework for assessing and optimizing existing research networks. Conservation Biology e70202.
- Automatic image-level morphological trait annotation for organismal images. International Conference on Learning Representations (ICLR), Rio de Janeiro, Brazil.
2025
- Optimizing image capture for computer vision-powered taxonomic identification and trait recognition of biodiversity specimens. Methods in Ecology and Evolution 16(10): 2260–2275.
- Fine-grained beetle taxonomy with vision models: a benchmark on long-tailed and domain-adaptive classification. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, 5152–5158.
2024
- Validation and error minimization of GEDI data in the South American tropics. Remote Sensing 16(19).
- Integrating ecological value and charismatic species habitats to prioritize habitats for conservation: a case study from Greater Yellowstone. Natural Areas Journal 44: 157–171.
2023
- Measuring understory fire effects from space: canopy change in response to tropical understory fire and what this means for applications of GEDI for tropical fire. Remote Sensing 15: 696.
2022
- Informing conservation decisions to target private lands of highest ecological value and risk of loss. Ecological Applications.
2021
- Is whitebark pine less sensitive to climate warming when climate tolerances of juveniles are considered? Forest Ecology and Management 493: 119221.
- Natural vegetation cover on private lands: locations and risk of loss in the northwestern United States. Ecosphere 12.
- Towards monitoring ecosystem integrity within the Post-2020 Global Biodiversity Framework. Conservation Letters e12822: 1–23.
Other publications
- Chapter 8: Status, trends, and future projections of terrestrial ecosystems in the US. The Nature Record.
- Early-career publishing and reviewing: pitfalls and perspectives. The Bulletin of the Ecological Society of America e70023.