turiabu (Turi Abu)

reacted to akhaliq's post with ❤️ over 1 year ago

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57589

QwQ-32B-Preview is now available in anychat

A reasoning model that is competitive with OpenAI o1-mini and o1-preview

try it out: https://huggingface.co/spaces/akhaliq/anychat

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reacted to their post with 🤗 about 2 years ago

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2395

Can anyone see my post on🤗?
Reply with 🤗

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posted an update about 2 years ago

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2395

Can anyone see my post on🤗?
Reply with 🤗

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reacted to Sentdex's post with 🔥 about 2 years ago

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10601

Okay, first pass over KAN: Kolmogorov–Arnold Networks, it looks very interesting!

Interpretability of KAN model:
May be considered mostly as a safety issue these days, but it can also be used as a form of interaction between the user and a model, as this paper argues and I think they make a valid point here. With MLP, we only interact with the outputs, but KAN is an entirely different paradigm and I find it compelling.

Scalability:
KAN shows better parameter efficiency than MLP. This likely translates also to needing less data. We're already at the point with the frontier LLMs where all the data available from the internet is used + more is made synthetically...so we kind of need something better.

Continual learning:
KAN can handle new input information w/o catastrophic forgetting, which helps to keep a model up to date without relying on some database or retraining.

Sequential data:
This is probably what most people are curious about right now, and KANs are not shown to work with sequential data yet and it's unclear what the best approach might be to make it work well both in training and regarding the interpretability aspect. That said, there's a rich long history of achieving sequential data in variety of ways, so I don't think getting the ball rolling here would be too challenging.

Mostly, I just love a new paradigm and I want to see more!

KAN: Kolmogorov-Arnold Networks (2404.19756)

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Turi Abu

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