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7 mentions on Hacker News by 3 people: 1 story, 6 comments · first 2025-10-10 · latest 2026-01-31
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Discrete Distribution Networks: A novel generative model with simple principlesstory by teleforce · 2026-01-31 · 0 comments
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Please check this new promising GenAI architecture namely Discrete Distribution Networks or DDN that's recently posted here at HN [1]. The proposed DDN can even work as LLM based on binary strings instead of text [3]. [1] Show HN: I…
comment by teleforce · 2025-10-26 · in Karpathy on DeepSeek-OCR paper: Are pixels better inputs to LLMs than text? -
Exactly what i think! - The DDN single-shot generator architecture is more efficient than diffusion. - DDN is fully end-to-end differentiable, allowing for more efficient optimization when integrated with discriminative models or…
comment by diyer22 · 2025-10-11 · in Show HN: I invented a new generative model and got accepted to ICLR -
Thank you very much for your interest. 1. The comparison with GANs and the issue of mode collapse are addressed in Q2 at the end of the blog: https://github.com/Discrete-Distribution-Networks/Discrete-D... 2. Regarding scalability, please…
comment by diyer22 · 2025-10-10 · in Show HN: I invented a new generative model and got accepted to ICLR -
The first version of DDN was developed in less than three months, almost entirely by one person. Consequently, the experiments were preliminary and the results far from SoTA. The current goal in research is scaling up. Here are some…
comment by diyer22 · 2025-10-10 · in Show HN: I invented a new generative model and got accepted to ICLR -
Yes, it's absolutely possible—just like how diffusion LLMs work, we can do the same with DDN LLMs. I made an initial attempt to combine [DDN with GPT]( https://github.com/Discrete-Distribution-Networks/Discrete-D... ), aiming to remove…
comment by diyer22 · 2025-10-10 · in Show HN: I invented a new generative model and got accepted to ICLR -
The posts mentions that: https://github.com/Discrete-Distribution-Networks/Discrete-D...
comment by booli · 2025-10-10 · in Show HN: I invented a new generative model and got accepted to ICLR