Reading as a god

Chapter 251 NATURE
Zhang Shan decisively chose to decompose and convert the gift package~
System: "The gift package is being randomly converted..."

"Congratulations to the host for randomly converting the mysterious gift bag into an academic achievement category, and congratulations to the host for successfully obtaining two level 0 papers and one level 1 paper."

With the end of the system broadcast, Zhang Shan saw several webpages suddenly appear on the computer at hand.

Zhang Shan randomly clicked on a webpage, and suddenly saw an article called

—— "Further application of the Generative Adversarial Networks"

The paper is automatically submitted at this time.

The submission is naturally in the direction of AI.

This paper currently shows the status of 【Reviewer(s)invited】.

Zhang Shan knows that this paper has passed the review of the technical editor~
Moreover, the editor has found a suitable peer reviewer, sent out a review invitation, and is waiting for the reviewer's acceptance.

Under normal circumstances, after the submission is successful, you will stay in the [Submit] state for at least two weeks until the manuscript is accepted.

When the status of the submission page changes to [WithEditor], it means that the manuscript has been accepted.

If the submitted journal does not require an editor, the paper will first go to the editor-in-chief, who will then assign it to the corresponding technical editor.

The technical editor is also the first hurdle to determine the life and death of the paper.

At this stage, because the situation of the paper is different, the time of the card will also be different.

If the technical editor has seen the paper and thinks it is suitable for the journal, it will be sent for peer review.That is the current [Revie wer(s) Invited] status of Zhang Shan's thesis.

If the strength is not enough or the luck is not good, it may be returned to the author before the external review.

At this time, the status of the submission page will change to [Decision in Process], and the paper contributors will also receive a notification of rejection.

Of course, this is almost impossible for Zhang Shan.

Moreover, Zhang Shan is no longer surprised by the progress that ordinary people can reach in an instant—[Reviewer(s)invited]~
As for the paper "Further application of the Generative Adversarial Networks" signed by Zhang Shan, it is "Further application of the Generative Adversarial Networks".

The paper is related to deep learning~
Generative Adversarial Network (hereinafter referred to as GAN) is a deep learning model and one of the most promising methods for unsupervised learning on complex distributions in recent years.

(Note: There are often such problems in real life: lack of sufficient prior knowledge, so it is difficult to manually label categories or the cost of manual category labeling is too high.

Naturally, we want computers to do these jobs for us, or at least provide some assistance.

Solving various problems in pattern recognition based on training samples with unknown categories (unlabeled) is called unsupervised learning. )
The GAN model produces quite good output through the mutual game learning of (at least) two modules in the framework: the Generative Model and the Discriminative Model.

In the original GAN ​​theory, both G and D are not required to be neural networks, but only need to be able to fit the corresponding generation and discrimination functions.

However, in practice, deep neural networks are generally used as G and D.

An excellent GAN application requires a good training method, otherwise the output may be unsatisfactory due to the freedom of the neural network model.

A very insightful idea is put forward in the paper~
This is not the key point, it seems that the direction of the paper submission is one of the top meetings that Professor Wu stipulated at the beginning.

Good guy, you agreed to study hard~
Why does the system do it directly?
System: "Dear host, your wisdom needs to be used in more valuable places, instead of wasting time on these 0-level papers~"

Zhang Shan:. . .

Zhang Shan clicked on another webpage, and it was still a paper related to GAN~
Also [Reviewer(s) invited] status!
There is no doubt that it is only a matter of time before these two articles are published~
According to the description of the system, these two papers related to GAN are both level 0 papers.

What would a level 1 thesis look like then?

After clicking on the last webpage, Zhang Shan lost his composure all of a sudden.

The same [Reviewer(s)invited] status, but here is where to submit~
It's actually NATURE!
"Nature", "Science" and "Cell" are also known as the world's three top scientific journals.

Among them, "Nature" and "Science" are comprehensive journals with the mission of reporting major discoveries and breakthroughs in the scientific world, while "Cell" focuses on the field of life science research and has published many major life science research progress.

Being able to publish papers in the three major journals is the goal pursued by countless scientists, and it is also an important basis for selecting Nobel Prizes, running for academicians, and demonstrating the research strength of universities and scientific research institutions.

In the [-]th century, there was a famous British scientific group "X Club", which was composed of nine people including Huxley. Except for the philosopher Herbert Spencer, the other eight people were all members of the Royal Society. members, who founded the journal Nature.

It was Huxley who wrote the inaugural words of "Nature", citing Goethe's "Nature" poems as the inaugural words, and said: "To present the understanding process of people's various appearances of nature, which is what we call scientific process."

There is no better foreword for the journal Nature.

The purpose of the journal Nature is to "introduce the important results of scientific discoveries to the public, and let the public know as early as possible all the progress made in every branch of natural knowledge in the world".

The British "Nature" magazine is one of the most prestigious comprehensive academic journals in the world. It is currently the top basic science journal in the world, enjoying a high academic reputation and world-class influence.The papers published in the journal "Nature" can represent the top research results in related fields. This journal has published many original papers by Nobel Prize winners (except the Peace Prize and the Economics Prize).

The promised "Nature" magazine has a rejection rate as high as 90%?
Why is it directly in the status of [Reviewer(s) invited]!

Although China's scientific research strength has advanced by leaps and bounds in recent years, the number of publications in the three major journals has also increased~
But for most experts and scholars, publishing articles in "Nature" is still out of reach.

From a global perspective, those who have the ability to publish articles in "Nature" are either the world's top laboratories, or the world's top teams, or both.

Is it okay to post NATURE alone?
Most of the articles in "Nature" are original discoveries of great value, which require years of serious research.

Therefore, there are only a handful of young scholars who publish articles on Nature.

Zhang Shan remembers that Shi YiG was 32 years old when he published his first paper on Nature, and Pan ~~ was 27 years old when he published his first paper on Nature.

Is it okay for a 20-year-old undergraduate to directly post nature?
Thinking of this, even Zhang Shan, who has always been as stable as an old dog, can't help feeling a little flustered~
(End of this chapter)