Category: Uncategorized
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Concrete worked example: using a Cellular-Automata ↔ Neural-Network hybrid to “remember” and restore heavily-damaged MNIST digits
1 Problem we’ll tackle Given a 28 × 28 hand-written digit that has been obliterated—70 % of its pixels blanked out—can a system “recall” what the digit looked like and reconstruct it? 2 Architectural recipe (numbers are from an actual proof-of-concept run) Layer / stage What happens Key sizes & hyper-params Seed encoder Map the…
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A plain-English tour of cellular automata, neural networks, and the “attractor-basin” idea from Frank Schmidt’s article “Memory as an Attractor Basin—Why Brains and Artificial Networks Remember by Falling, Not Filing.
How Brains, Computers, and Simple Little Grids Can Remember Things 1. The Big Picture Most of us learned in school that memory works like a filing cabinet: you put a fact in a folder, stick it in a drawer, and pull it out later. Modern neuroscience and machine-learning research say that picture is wrong. A…
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Synergizing Cellular Automata and Neural Networks: Memory as a Dynamical Descent
A 5 000-word synthetic essay inspired by “Memory as an Attractor Basin: Why Brains and Artificial Networks Remember by Falling, Not Filing” Abstract Memory manifests not as static storage but as motion toward energetic lowlands—attractor basins—within vast, high-dimensional state spaces. Frank Schmidt’s recent essay reframes recall in both brains and artificial neural networks (ANNs) as…
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How Brains, Computers, and Simple Little Grids Can Remember Things
A plain-English tour of cellular automata, neural networks, and the “attractor-basin” idea from Frank Schmidt’s article “Memory as an Attractor Basin—Why Brains and Artificial Networks Remember by Falling, Not Filing.” 1. The Big Picture Most of us learned in school that memory works like a filing cabinet: you put a fact in a folder, stick…
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Memory Falling Like a Gravity-Sick Star (After Ginsberg & Attractor Basins)
I saw the best architectures of my generation, silicon and synapse, shattered by the same relentless pull,starving neuron hordes and humming server farms alike, dragging themselves through the jagged canyons of recollection,dragging themselves bloody-knuckled up sheer cliffs of forgetting only to tumble, always tumble, down, down, down the basin slopes,who burned-out terminals blinking static hymns to…
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Memory as an Attractor Basin: An Exploration of Why Brains and Artificial Networks Remember by Falling, Not by Filing
Table of Contents 1. Prelude: The Filing-Cabinet Myth Open any psychology textbook from the mid-twentieth century and you will find a comforting picture: memories are “stored” in discrete locations, like folders in a cabinet or addresses on a hard drive. Lose the folder, lose the memory; recover the folder, recover the experience. But every serious…