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Jo Martin @jrymart.bsky.social · 05/08/2026

and lastly, there were a lot of rabbit holes that didn't make it into the paper, so I outlined (most of) them here: jrymart.github.io/blog/2026-08...

jrymart.github.io

Everything /not/ in "Can Neural Networks Think Like Geomorphologists"

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Jo Martin @jrymart.bsky.social · 05/08/2026

Links to data and code (and an informal write up) here: jrymart.github.io/projects/neu...

jrymart.github.io

Can Neural Networks Think Like Geomorphologists?

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Jo Martin @jrymart.bsky.social · 05/08/2026

Can neural networks think like geomorphologists? @gregtucker.bsky.social and I trained a neural network to invert the streampower-diffusion model, and then opened the black box. It learned how valley spacing and drainage density connect to process. Out now in GRL: doi.org/10.1029/2026...

doi.org

Can Neural Networks Think Like Geomorphologists?

A simple neural network can infer parameters from synthetic topography generated by a process-based numerical model of landscape evolution The network can be queried to identify a sensible relati...

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