devinpleuler
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centralwinger.com
devinpleuler
@centralwinger.com
Goalkeeper. he/him.
I have the same suspicion, but you're better qualified to answer that question!
May 15, 2025 at 9:52 PM
This is great! Very intuitive. I suppose pooling will have this effect with any sort of aggregation along an axis? Pretty useful.
April 2, 2025 at 12:54 PM
Not silly! I don’t think there’s anything wrong with eyeballing it (which is what I did here).

It’s difficult to “average” a set of points because of the same order-invariance issue.

I’ve found success with something called a Wasserstein Barycenter.
March 31, 2025 at 1:54 PM
That's what I've been playing with! But would prefer some of your feature engineering out of the box!
January 13, 2025 at 8:02 PM
What I’d really love is if unravelsports could be used to make node-level predictions instead of just frame-level.
January 13, 2025 at 6:31 PM
One of the first things I want to try with this is plugging in your GNN model.
January 13, 2025 at 6:11 PM
Big thanks to @probberechts.bsky.social – this uses his lovely 𝗱𝟯-𝘀𝗼𝗰𝗰𝗲𝗿 package under the hood.
January 13, 2025 at 3:12 PM
And a live demo on Streamlit Community Cloud:
st-soccer.streamlit.app
January 13, 2025 at 3:11 PM
Really enjoyed the idea of using the sideline to apply equal-and-opposite pressure relative to the player velocity.

Super clever!
December 13, 2024 at 2:54 PM