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ComplexSystems

1,149 karmajoined 11 yıl önce

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Who Said Neural Networks Aren't Linear?

arxiv.org
2 points·by ComplexSystems·9 ay önce·0 comments

comments

ComplexSystems
·12 saat önce·discuss
How many tokens would it cost to write some library functions to fill in the gaps?
ComplexSystems
·evvelsi gün·discuss
Who, exactly, should help people host a website?
ComplexSystems
·10 gün önce·discuss
So the post-introductory price is set such that Sonnet 5 will cost 100%-135% as much?
ComplexSystems
·12 gün önce·discuss
Sonnet 4.6 is ahead of Opus 4.7? Hm.
ComplexSystems
·15 gün önce·discuss
The guy is genuinely worried for his future. I see nothing shameful or narcissistic about that, and I don't think it makes sense for you to wish him any harm.
ComplexSystems
·27 gün önce·discuss
Yes, they certainly should have taken one of the many other jobs that are widely available right now.
ComplexSystems
·geçen ay·discuss
Who can afford to use this damn thing though? They're pricing everyone out of the market with stuff like this.
ComplexSystems
·geçen ay·discuss
Can you imagine ChatGPT terminating a conversation because it thought your question was "low effort?" The behavior wouldn't be viewed as helpful or aligned, and nobody would use it.

StackOverflow was, all too often, not helpful or aligned. It died because the staff were unable to get the moderators to be helpful.
ComplexSystems
·2 ay önce·discuss
That's because the purpose of this article is not to have an objective debate over their abilities at all. Most interesting research in this field isn't. Instead, it's to present a new technique to improve LLM performance, which is much more interesting than (once again) rehashing the philosophy of LLM personhood.
ComplexSystems
·2 ay önce·discuss
That may be true for now, but it seems clear enough that letting the model use Lean in its internal reasoning process would be a great idea
ComplexSystems
·2 ay önce·discuss
Sure, you can substantially reduce the information collected about you as long as you don't just give it away somewhere else instead.
ComplexSystems
·2 ay önce·discuss
The reason I think this is a bad idea is that it lulls you into a false sense of security. The article makes recommendations that seem thorough and sensible - keyword "seem" - but, as mentioned elsewhere here, there are other potential hidden sources of telemetry (in CarPlay and Android Auto), and who knows what else.

For this kind of thing to succeed as a general lifestyle, you would need to invest an enormous amount of time making potentially irreversible modifications to all kinds of electronic equipment - only to be virtually guaranteed to miss something.

Do this kind of thing if you want, but don't be fooled into thinking you're actually solving the problem for real.
ComplexSystems
·2 ay önce·discuss
You know, back when it was a noble democracy where all men were free, or something.
ComplexSystems
·2 ay önce·discuss
Surely there's room for the view that this is misaligned behavior for ChatGPT to have. I would guess this is during the "sycophantic" phase last year.
ComplexSystems
·2 ay önce·discuss
Yet another round of layoffs. Is there a fallback career? :-/
ComplexSystems
·2 ay önce·discuss
That makes sense. If you could magically just get the top d PCs in quadratic kernel space without having to compute the whole kernel matrix, and then just do top-d quadratic PCs -> ridge, would that be better than doing the PCA -> top-d -> quadratic kernel ridge as you are now?
ComplexSystems
·2 ay önce·discuss
Absolutely. Who cares if the LLM automates some of the grunt work? Mathematicians are artists, and they paint with ideas. The goal is map out more of the beautiful structure of how things work. The enjoyment in it derives entirely from the payoff of seeing the larger view of how things fit together. If part of their process involves bouncing things off of other people, or even LLMs, I don't think it matters much, nor does it take away from the enjoyment in getting things figured out.
ComplexSystems
·2 ay önce·discuss
What makes this different from just kernel PCA with the quadratic kernel?
ComplexSystems
·2 ay önce·discuss
People can and do see unidentified things and take plenty of photos of them.
ComplexSystems
·2 ay önce·discuss
While I am sure FreeBSD is more secure than your average Linux distro, I sure hope they are using these new AI models to harden everything.