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#prediction

5 posts4 participants0 posts today
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Hacker News

My prediction after GPT-4o image generation

arxiv.org/abs/2504.06256

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arXiv.orgTransfer between Modalities with MetaQueriesUnified multimodal models aim to integrate understanding (text output) and generation (pixel output), but aligning these different modalities within a single architecture often demands complex training recipes and careful data balancing. We introduce MetaQueries, a set of learnable queries that act as an efficient interface between autoregressive multimodal LLMs (MLLMs) and diffusion models. MetaQueries connects the MLLM's latents to the diffusion decoder, enabling knowledge-augmented image generation by leveraging the MLLM's deep understanding and reasoning capabilities. Our method simplifies training, requiring only paired image-caption data and standard diffusion objectives. Notably, this transfer is effective even when the MLLM backbone remains frozen, thereby preserving its state-of-the-art multimodal understanding capabilities while achieving strong generative performance. Additionally, our method is flexible and can be easily instruction-tuned for advanced applications such as image editing and subject-driven generation.
#HackerNews#GPT4o#Image
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Weyoun 6

#USPol #Prediction

If Trump is still alive in 2028 he will easily win the Republican primary, lose the general election, and refuse to leave office. His people have already corrected their mistake from his first term of not actively purging the military of non-loyalists.

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