31: Chapter 31 Submission

In the laboratory, the "click" of the Pipette became the metronome for Chen Youhua's thoughts.

While precisely adding samples to the cells, he repeatedly deduced the matrix optimization problem that had troubled him for days in his mind.

The experimental procedures were already second nature; muscle memory kept his body operating efficiently, while his brain's computing power was completely diverted to another dimension.

Suddenly, the setting of a key parameter caused him to get stuck.

A chain of complex formulas entangled in his mind like a tangled mess.

Just as his thoughts were about to reach a dead end...

[Prompt: Introduce the Asymmetric Information Entropy Measure; consider the restrictive effect of local uncertainty in inter-node interactions on global convergence.]

The cold voice was like a scalpel, precisely cutting into the core of the mess.

Chen Youhua's hand movements didn't pause for a moment, but a sharp glint flashed in his eyes.

This is it!

He immediately adjusted his thinking in his mind; new formulas and algorithmic structures emerged clearly like lit-up signposts.

This kind of experience was becoming more and more frequent.

While waiting for the centrifuge, during gaps in cell incubation, or even in the silence of the lab late at night, he was like a greedy miner using the system as a golden pickaxe to frantically excavate the veins of mathematics and algorithms.

This final draft of the paper.

"A Distributed Agent Collaborative Optimization Framework Based on Asymmetric Information Entropy"

It wasn't born from a sudden flash of inspiration, but was a monster built, polished, and verified bit by bit during countless fragments of time between experiments, guided by the system's repeated pointers and combined with his own terrifying memory and logical deduction skills.

The core idea pointed directly at the pain points of Distributed Artificial Intelligence systems—for instance, in the prototypes of future large-scale Internet of Things (IoT), autonomous driving fleets, or even multi-agent collaboration—specifically how agents can share information and coordinate decisions more efficiently and robustly.

Traditional methods often overlook the asymmetry and limitations of individual agents in acquiring information, as well as the resulting drag that local uncertainty places on the overall system.

Chen Youhua's framework, however, provided a completely new set of mathematical tools and algorithmic paths that could, in theory, significantly enhance the collaboration efficiency and anti-interference capabilities of such complex systems.

"This thing... is a bit scary."

When Chen Youhua read through the paper for the last time, a rare ripple of emotion stirred in his heart.

He could almost foresee its value, from optimizing logistics networks and improving power grid stability to laying the theoretical foundation for future true multi-agent collaboration systems, such as the AGI prototype he dreamed of.

It was like a seed; if buried, it might grow into a towering tree, or... it might bring about a violent storm.

But he had no time to hesitate.

The persona of a "God of Study" was his best cover.

A monstrous Undergraduate Student thriving in a top laboratory at Z University, tinkering with a profound paper on theoretical mathematics and information.

Although astonishing, under the name Chen Youhua, it seemed to barely fall within the range of what people found unbelievable yet were forced to accept.

He compressed the submission process to the extreme.

Selecting a journal, targeting a top-tier Zone 1 publication in the cross-disciplinary field of mathematics and information, frantically modifying the format according to the template, polishing the English expression word by word, and submitting online... The entire process was calm and efficient, like performing a precision experiment.

The moment the mouse clicked the submit button, his only emotion was that he had finally settled this matter.

Manuscript ID: JCMI-2025-0387.

He knew the review cycle for top journals. At the fastest, it would take two or three months; at the slowest, half a year.

Given the disruptive nature of this paper and his status as an unknown Undergraduate Student, the editor-in-chief would likely find several big shots in the field to conduct an extremely rigorous review.

Conservatively estimated, from submission to final online publication, it would take at least four to six months.

"In other words, by the end of this year at the latest, or early next year..."

Chen Youhua closed the submission page, leaned back in his chair, and looked at the bright lights on the ceiling.

A strange sense of calm enveloped him.

These four to six months were his last precious period of peace.

He could almost imagine the scene after the paper was published.

An Undergraduate Student publishing such heavyweight theoretical results in a top journal?

Gazes of doubt, curiosity, and scrutiny would come flooding in like a tide.

Emails, conference invitations, and even ill-intentioned academic audits might follow one after another.

What would his supervisor think?

Surprise? Doubt? Would he be questioned on how he managed to produce such results while occupied with heavy biological experiments?

Would his excuse of "resting and recharging" still hold up?

Senior Student Wang Zhe would probably scratch his head and exclaim, "Xiao Chen, you really are a monster."

Senior Student Li Wei would look at him with an even more inquisitive gaze.

The attitudes of other members might change from admiration to awe or even distance.

Keen technology companies, venture capitalists, and even national project teams in related fields would likely sniff out the huge potential behind this paper and try to contact him, this rising star genius.

His peaceful campus life would cease to exist.

"The calm before the storm."

Chen Youhua murmured to himself, but a barely perceptible curve appeared at the corner of his mouth—not out of excitement, but a nearly cold, challenge-ready calm.

He liked solving problems, whether it was the cells in the jars and bottles of the lab, the maze in mathematical formulas, or...

The upcoming storm that he had stirred up with his own hands.

He stood up and walked to his lab bench.

In the incubator, a new batch of cells was growing quietly. He was still missing a few sets of data.

He skillfully put on gloves and picked up the Pipette, his movements precise and steady.

Ever since the system frequently activated these cheat-like prompts, he knew there were no more roadblocks for him in the field of mathematics.

The only thing lacking was time; although the system gave prompts, the entire path to the finish line had to be walked by him alone.

If he didn't have the accumulation of knowledge and mastery of various mathematical tools, even with prompts, it would be like trying to make a meal without ingredients.

For example, the Riemann Hypothesis he asked about earlier—it provided a grand road and pointed out the direction.

But it was still very difficult for him to prove that theorem.

So, he would take it step by step, starting with Artificial Intelligence first.

Let Artificial Intelligence liberate him from manual labor first.