Press

Coverage of our research in the media.

2026

Biogeochemistry-Informed Neural Network (BINN v1.0) for improving accuracy of model prediction and scientific understanding of soil organic carbon storage

Geoscientific Model Development

An end-to-end deep learning framework that maps environmental covariates to the parameters of a process-based model, enabling efficient multi-objective optimization with causal-inference capacity.

2025

Large CO₂ removal potential of woody debris preservation in managed forests

Nature Geoscience

A theoretical test of burying wood in soils as a scalable carbon dioxide removal method.

2024

Size, distribution, and vulnerability of the global soil inorganic carbon

Science

A global assessment of soil inorganic carbon storage and its vulnerability to climate change.

2023

Microbial carbon use efficiency promotes global soil carbon storage

Nature

The first global-scale measure of the relative importance of microbial processes in the soil carbon cycle — microbial carbon use efficiency matters at least four times more than any other process, including decomposition and plant input.