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nebiyu29

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nebyu08

AI & ML interests

like to make useful models for solving problems

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liked a Space about 2 months ago

Hmrishav/FlipSketch

new activity 6 months ago

McAuley-Lab/Amazon-Reviews-2023:time stamp problem

reacted to Sentdex's post with 👍 6 months ago

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! https://huggingface.co/papers/2404.19756

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New activity in McAuley-Lab/Amazon-Reviews-2023 6 months ago

time stamp problem

#6 opened 6 months ago by

New activity in ucberkeley-dlab/measuring-hate-speech 10 months ago

In "platform", what Number (0–3) stands for which social Network?

#4 opened 11 months ago by

New activity in nebiyu29/fintunned-v2-roberta_GA 10 months ago

Dataset

#1 opened 11 months ago by

Dataset

#1 opened 11 months ago by