the Apertus model was trained on the Alps supercomputer, operational at CSCS since September 2024, a data center of over 10'000 top-of-the-line NVIDIA Grace-Hopper chips
...and microsoftonline.com is not among them (unlike microsoftonline.net and other variants). But it seems to have been registered in 2002, and the record looks legit:
>> The penalty is a 1-year ban from arXiv followed by the requirement that subsequent arXiv submissions must first be accepted at a reputable peer-reviewed venue.
Catch-22 [1]:
You will need to provide an arXiv article id. This is necessary for your paper to be processed correctly, the submitted version must be the same as the arXiv version.
Lastly, we derive an exact population-risk objective from a single training run with no validation data, for any architecture, loss, or optimizer, and prove that it measures precisely the noise in the signal channel. This objective reduces in practice to an SNR preconditioner on top of Adam, adding one state vector at no extra cost; it accelerates grokking by 5x, suppresses memorization in PINNs and implicit neural representations, and improves DPO fine-tuning under noisy preferences while staying 3x closer to the reference policy. [1]
Worth noting: at 137% [1], Italy is now over the debt/GDP ratio where Greece lost control of its public finances in 2009 (127%) [2] (and France is not all that far behind at 115%). Current tax rules are unlikely to remain in place if/when the next crisis hits.
> in the Persian community on Twitter, there's an ongoing meme mocking where those Starlinks actually went and given to whom, never to get an answer
Of course not. From the article:
Because the technology is banned by the government, access remains limited and carries risk; Iranian authorities have recently arrested Starlink users and sellers.
I think they were going for a reasonable analogy, especially when a stream is saved to disk to have its contents extracted: each channel contained in the stream can then be thought of as a separate file, not unlike files in a zipped directory.
A couple of counterexamples:
Italy's "fiscal code" is generated with a simple algorithm which can be executed manually:
https://en.wikipedia.org/wiki/Italian_fiscal_code
Sweden's "personal identity number" is public information and can be looked up by anyone:
https://en.wikipedia.org/wiki/Personal_identity_number_(Swed...