#SpectralGraphTheory

Victoria Stuart 🇨🇦 🏳️‍⚧️persagen
2025-01-13

Mathematics opens black box of AI decision-making
phys.org/news/2025-01-mathemat

* understanding how neural networks (NN) make decisions
* poorly understood process in machine learning

Image segmentation w. traveling waves in exactly solvable recurrent NN
pnas.org/doi/10.1073/pnas.2321

* RNN performing simple image segmentation, also exactly mathematically solvable
* math understanding precisely how int. connections w/i NN create visual computations

Math technique opens black box of AI decision-making
https://phys.org/news/2025-01-mathematical-technique-black-ai-decision.html

* understanding how neural networks make decisions
* widely recog./poorly understood process in machine learning

Image segmentation w. traveling waves in exactly solvable recurrent neural network
https://www.pnas.org/doi/10.1073/pnas.2321319121

* RNN that can perform simple image segmentation, also exactly mathematically solvable
* math understanding precisely how int. connections w/i NN create visual computations

#ML #NN #RNN #MLtheory

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