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ComplexSystems

1,149 カルマ登録 11 年前

投稿

Who Said Neural Networks Aren't Linear?

arxiv.org
2 ポイント·投稿者 ComplexSystems·9 か月前·0 コメント

コメント

ComplexSystems
·10 時間前·議論
How many tokens would it cost to write some library functions to fill in the gaps?
ComplexSystems
·一昨日·議論
Who, exactly, should help people host a website?
ComplexSystems
·10 日前·議論
So the post-introductory price is set such that Sonnet 5 will cost 100%-135% as much?
ComplexSystems
·12 日前·議論
Sonnet 4.6 is ahead of Opus 4.7? Hm.
ComplexSystems
·15 日前·議論
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 日前·議論
Yes, they certainly should have taken one of the many other jobs that are widely available right now.
ComplexSystems
·先月·議論
Who can afford to use this damn thing though? They're pricing everyone out of the market with stuff like this.
ComplexSystems
·先月·議論
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 か月前·議論
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 か月前·議論
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 か月前·議論
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 か月前·議論
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 か月前·議論
You know, back when it was a noble democracy where all men were free, or something.
ComplexSystems
·2 か月前·議論
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 か月前·議論
Yet another round of layoffs. Is there a fallback career? :-/
ComplexSystems
·2 か月前·議論
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 か月前·議論
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 か月前·議論
What makes this different from just kernel PCA with the quadratic kernel?
ComplexSystems
·2 か月前·議論
People can and do see unidentified things and take plenty of photos of them.
ComplexSystems
·2 か月前·議論
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.