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Show HN: Neural Particle Automata (selforg-npa.github.io)
21 points by esychology 3 hours ago
Neural CAs model self-organizing pattern formation on grids. Now the grid is gone. Each cell is an agentic particle that can move freely in space and change its state.

While each particle follows a simple shared rule, many together can grow complex morphologies or form intricate patterns. The resulting particle system as a whole can regenerate from damage and exhibits surprising emergent behavior.

Try cutting the lizard and watch it heal itself!

3 comments

Found it much interesting that i could mess up a pattern enough that it couldn't re-form.

Would be fun if selecting a new pattern didn't refresh the image as it is. Although maybe that's a requirement?

This is super cool, great work. Is there a video or demo of the 3D point cloud "gaussian splat" like experiments?
Super cool work!!! Do you think it would be possible to do something like cell division here?
Thanks! Yeah I think it should be possible though it requires making the cell division/splitting a differentiable operation. But nontheless, this is indeed a very interesting and promising direction to pursue.