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#universal

5 Beiträge5 Beteiligte0 Beiträge heute
Hacker News

Universal pre-training by iterated random computation

arxiv.org/abs/2506.20057

#HackerNews #Universal #pre-training #iterated #random #computation #AI #research #machine #learning

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arXiv.orgUniversal pre-training by iterated random computationWe investigate the use of randomly generated data for the sake of pre-training a model. We justify this approach theoretically from the perspective of algorithmic complexity, building on recent research that shows that sequence models can be trained to approximate Solomonoff induction. We derive similar, but complementary theoretical results. We show empirically that synthetically generated data can be used to pre-train a model before the data is seen. We replicate earlier results that models trained this way show zero-shot in-context learning across a variety of datasets, and that this performance improves with scale. We extend earlier results to real-world data, and show that finetuning a model after pre-training offers faster convergence and better generalization.
Ecologia Digital

"#Disney & #Universal recently filed suit against #Midjourney, an AI image startup, alleging the company has become a “bottomless pit of #plagiarism,” and that it freely reproduces the studio's copyrighted content, including their most iconic characters. The lawsuit has the potential to shape how intellectual property is treated in the AI era. So, we'll explain how this conflict gives us a window into the growing tensions between AI companies, publishers & creators."
pca.st/episode/9ecb7fce-10ca-4

Pocket CastsDisney Just Threw a Punch in a Major AI Fight
Miguel Afonso Caetano

"Midjourney’s new AI-generated video tool will produce animated clips featuring copyrighted characters from Disney and Universal, WIRED has found—including video of the beloved Pixar character Wall-E holding a gun.

It’s been a busy month for Midjourney. This week, the generative AI startup released its sophisticated new video tool, V1, which lets users make short animated clips from images they generate or upload. The current version of Midjourney’s AI video tool requires an image as a starting point; generating videos using text-only prompts is not supported.

The release of V1 comes on the heels of a very different kind of announcement earlier in June: Hollywood behemoths Disney and Universal filed a blockbuster lawsuit against Midjourney, alleging that it violates copyright law by generating images with the studios’ intellectual property."

wired.com/story/midjourney-gen

WIRED · 'Wall-E With a Gun': Midjourney Generates Videos of Disney Characters Amid Massive Copyright LawsuitVon Kate Knibbs
#AI#GenerativeAI#GeneratedImages
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