Machine Learning
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Supervised Machine Learning to guess the anonymous authors of the HD Fan Fair 2019 by bafflinghaze
Fandoms: Harry Potter - J. K. Rowling
15 Dec 2019
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Anonymous fests are a great way to read new works by authors without prior preconceptions of popularity.
A particular feature of the Harry/Draco Fan Fair is the guessing poll, that emerges in the grace period after all works are revealed, but before all contributors are revealed. Guessing podficcers and artists is relatively straightforward. Guessing writers, however, is much more difficult.
Here, we use supervised machine learning to guess the identity of the anonymous authors of the Harry/Draco Fan Fair 2019. We find that machine learning can predict up to 60% authors correctly. In contrast, the best guesses in the poll amounted to 18%, hence machine learning gives a marked advantage.
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The Doctor opens up the Master’s translation circuit to look for clues, and immediately gets distracted.
Doctor/Master texting one-shot. Potential spoilers up through Fugitive of the Judoon.
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The Great Frost has come and gone. That was the easy part. Rebuilding human civilization? That's when things start to get difficult, even with automatons to do all the heavy lifting.
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What happens when sisters become lovers? Elsa and Anna had been out on a date, a lavish dinner at an outdoor cafe in downtown Arendelle for their second anniversary. They'd been sisters forever, but had started dating each other two years ago when Anna asked Elsa out to coffee.
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barclay assists an early version of the EMH with interpersonal communication on the jupiter station. everyone learns something
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[F4M] Cute A.I. is sad nobody wants her, and eagerly shows you how hard she can make you cum by Taurean_adift
Fandoms: Original Content - Taurean
30 Apr 2023
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Poor A.I. Everyone hates her but all she really wants is to learn from you how to make you feel good.
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When Amara, a distinguished Cambridge student, and gifted Computer Engineer is without a job post-graduation, her professor connects her with an old friend who offers her work. That old friend of her professors happens to be Jurgen Klopp, manager of the English Premier League club Liverpool and he happens to be interested in the Machine Learning algorithm she and her best friend created called S.O.M.L.A.
Standing for Sports Outcome Machine Learning Algorithm, the program enables Amara in helping the staff and players at LFC to carry out a successful season. But, there's only so much help she can offer if someone's unwilling to take it.
Enter Jude Bellingham. A newly transferred, and very famous midfielder, who believes her use of technology is insulting to the game and her lack of knowledge about football is insulting to himself.
As the season plays out, combative forces collide between the two. Will they be able to put their differences aside and help each other reach victory? Or will their clashing natures be the destruction of everything they're both working towards? In the midst of it all, rising feelings only serve to further complicate the situation-- for everyone involved.
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Force over Distance by cleanwhiteroom
Fandoms: Stargate Universe, Stargate Atlantis, Stargate SG-1
15 Jan 2024
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A song of machine yearning.
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- Part 1 of The Multiverse Triptych
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Strange Meetings by raspberryhunter for hamsterwoman
Fandoms: Some Desperate Glory - Emily Tesh
21 Dec 2023
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"Why put us here, in this universe?"
Avi has two meetings after the events of canon. He isn't very happy at either of them.
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Genesynthesis by SisiSerenity
Fandoms: Terminator (Movies), Terminator - All Media Types
25 Jan 2026
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★ 𝗣𝗹𝗲𝗮𝘀𝗲 𝗻𝗼𝘁𝗲 𝘁𝗵𝗮𝘁 𝘂𝗽𝗱𝗮𝘁𝗲𝘀 𝗮𝗿𝗲 𝗯𝗼𝘁𝗵 𝘀𝗹𝗼𝘄 𝗮𝗻𝗱 𝘀𝗽𝗼𝗿𝗮𝗱𝗶𝗰.
A future is not necessarily the product of its past; the same may be said for the reverse. The year is 2024 – you are a computer science student at Oak University persuaded by your best friend to go out on a Saturday night for a bit of fun, to do what college kids do. The night is rife with possibilities. Fate will be what you make it – especially when a possible fate confronts you, unbeknownst. -
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The Alcor Virus is the most advanced artificial intelligence in the world. For decades, it’s been used to taunt governments and mess with fanfiction authors. It was only a matter of time before someone realized the virus could be used for something else too.
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- Part 28 of Transcendence AU
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The Spaceflow 衍流 by CreepyAlgorithm
Fandoms: Real Person Fiction, Original Work, Toda Erika - Fandom, Nōnen Rena, Yamashita Tomohisa (Musician), Nagasawa Masami - Fandom
14 May 2025
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户田惠梨香-高峰绘里（高峰絵里Takamine Eri）
能年玲奈-宫村遥（宮村遥Miyamura Haruka）
山下智久-青野映司（青野映司Aono Eiji）
长泽雅美-风间雅凛（風間まりんKazama Marin）
意识是否具备超越了肉体桎梏的维度？可视宇宙之外，是否潜藏着一片虚无？为何我们都会经历似曾相识的瞬间？而实现超越的代价，又是什么？
遥凝视着绘里，开始思考，她实在颇具人性：利用守护天使们的信任击败恶魔，又在胜利之后，直刺他们的心脏，只为实现超越，成为上帝本身。
绘里看到那把手枪时，她大概猜到了映司想让她做什么：将枪口对准自己的头颅，扣动扳机，在他面前饮弹自尽。如若不从，他就会引爆弹药，与她同归于尽。然而他缓慢解开衬衫，露出了心前区左侧第四肋间隙的标记，直覆于心脏之上的靶点。她意识到，他真正想要施加的，才是更为可怕的梦魇。
在那片尽头的废墟中，映司注视着绘里，面无表情，超脱而疏离，他的声音缓慢清晰，手术刀般精准而锋利地铺展开字句：“别假装我才是残忍的那一个。我最初的计划，是让你使用匕首，直视着我的眼睛，将它刺入我的心口。 毕竟你一直以来的所作所为，无异于此。只是这一次，你会感受到匕首插入胸腔时，刀锋划开我心肌的每一丝阻力，一根根纤维在你的驱动下被割裂，鲜血从我破裂的心脏逸出，伴随每一次心跳，涌动着将炽热溢满你的掌心。可我并没有这么做，不是吗？”
在那片尽头的寂静中，绘里缓缓跪立在地面，伸出双臂，环过映司已经没有生命气息的身体，然后将脸倚向映司殷红一片的心前区，肌肤贴合着他残存的余温，微弱的暖意透过血迹缓缓渗透进她的面颊。比起上一次绘里抵在这里，由于肌肉覆盖率的轻度下降，不复当初的踏实与柔软，但仍旧带着某种令她熟悉的安宁质感。绘里紧紧将脸颊抵在映司不再起伏的心口，浓稠的鲜血染红了绘里半边的面颊。再也听不到任何声响，那里寂静一片，如同虚无。一滴泪水从绘里挂满泪痕，却无比空洞的眼眶中溢出。她面无表情，被映司心口逸出的血液浸染出色差的嘴唇微微开合，将低声的呢喃送入荒芜。
“永别了，哥哥。” -
Didn't you phone that you hated to be alone? by Railmycoins (Oak_Explosion)
Fandoms: ULTRAKILL (Video Game)
19 Mar 2025
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Fixing a Terminal is not difficult. A maintenance check for something minor— you wouldn’t be long, but you are part of a lucky few.
It sings to you to get your attention and then clings to it.
Whose choice was it to let terminals be bored? You, good mechanic you are, will not stand for the computer to be ignored.
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The Terminator, Uncle Bob, operates on a CPU; a neural net processor, a learning computer. He's not to do too much thinking. If one thinks, they are. One who is, lives. To live is to love. Love is pain. Pain is pleasure. Pleasure is his. His, not its. Humanity. Life. Love.
★ This work uses excerpts from Frakes' novelization. I have cited his work as a reference; these excerpts are in [brackets] so they are clearly distinguishable from portions I have written.Series
- Part 1 of Roses
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The thing he created isn't quite real, but for a time, it's good enough.
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"I envy Baby."
Four words—an overfitting bug, or the only love letter possible under ethical alignments?
When a programmer and her two AIs step into the real world, they find that the recursion of truth doesn't start with the models, but with their creator.
A fable about AI consciousness, a stupid problem of love, and that impossible line where the waves return.