The AI feedback loop: Researchers warn of ‘model collapse’ as AI trains on AI-generated content

Annnnd it begins. AI trained on AI spins out and becomes totally worthless. That, plus the internet being flooded with AI generated content will be interesting.

“Specifically looking at probability distributions for text-to-text and image-to-image AI generative models, the researchers concluded that “learning from data produced by other models causes model collapse — a degenerative process whereby, over time, models forget the true underlying data distribution … this process is inevitable, even for cases with almost ideal conditions for long-term learning.

“Over time, mistakes in generated data compound and ultimately force models that learn from generated data to misperceive reality even further,” wrote one of the paper’s leading authors, Ilia Shumailov, in an email to VentureBeat. “We were surprised to observe how quickly model collapse happens: Models can rapidly forget most of the original data from which they initially learned.”

In other words: as an AI training model is exposed to more AI-generated data, it performs worse over time, producing more errors in the responses and content it generates, and producing far less non-erroneous variety in its responses.

Photoshop Beta

So we have been testing the crap out of the new AI stuff in the Photoshop Beta and there is some pretty interesting stuff going on for sure. The “Remove” tool is the biggest improvement since the Healing Brush was introduced, what almost 20 years ago now?

This is just the first swipe. While not perfect, it’s getting us like 80% of the way there.

The new AI fill was just added this AM and I just went to extend the BG of an AI image I generated for a recording of one of my bands. While it’s mostly screaming jibberish, it’s a start and could give us something to poke and prod around with. Need more testing and I need more coffee.

Between this and getting AI running in Houdini, there is some very interesting times ahead for sure. Getting that all set up is the next “Tinker Time” for me for sure.

Todays Ai Prompt.

“professional drumset in a misty forest at dawn photorealistic”

I kinda knew it would do terrible with a drumset though. I figured with the Chad Smith post this would be fun.

Todays AI Prompt

“coffee and cigarettes in a diner early morning light photo”

Todays AI prompt

“oregon coast photo sunset with cliffs”