#STSP
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paperposterbot.bsky.social
arXiv📈🤖
Manifold Fitting by Successive Tangent-Space Projection
By Xia, Li, Yao
Manifold fitting seeks to recover the geometric structure underlying noisy ambient observations. We propose Successive Tangent Space Projection (STSP), an iterative manifold-fitting method that reduces normal noise while preserving tangential variation. The former improves fitting accuracy, whereas the latter helps retain geometric coverage. We characterise the \rev{nearby population fixed-point set} of STSP as a manifold-fitting object. Under uniform sampling from a compact smooth manifold with positive reach and isotropic Gaussian noise, this set lies within $O(\sigma^2)$ of the underlying manifold, and \rev{nearby population orbits} converge geometrically to it. At the finite-sample level, with high probability, fixed points in the local tube lie within $O(\sigma^2)$ of the underlying manifold up to sampling error, and empirical orbits \rev{initialised within that tube} and generated from a fixed reference sample enter and remain in the same neighbourhood. We further develop a multi-scale extension, MS-STSP, designed to reduce curvature bias while preserving the $O(\sigma^2)$ geometric localization order of STSP at both the population and finite-sample levels. Numerical experiments show that STSP compares favourably with competing methods in balancing fitting accuracy and geometric coverage, and that MS-STSP reduces curvature-induced shrinkage, particularly under high noise.
October 8, 2026 at 10:42 AM
year2020.bsky.social
Certainly, just ask a #stsp gronp
October 1, 2026 at 8:06 AM
geekysteven.com
Inspired by a comment from STSP
the "North Carolina mentioned" meme, but with the anime girls face replaced by Gul Darhe'el from Star Trek and text reads Gul Tar'heel NORTH CAROLINA MENTIONED
September 27, 2026 at 1:00 PM
brynet.ca
Stefan Sperling (stsp@) has very kindly shared his Game of Trees tutorial from #EuroBSDcon 2026 so that you can try it at home! 😎

Got is a Git compatible version control system developed on #OpenBSD, which prioritizes ease of use and simplicity over flexibility.

gameoftrees.org/eurobsdcon20...
Introduction to the Game of Trees version control system EuroBSDCon 2026
This half-day workshop provides an introduction to the Game of Trees version control system. Game of Trees (Got) is a version control system which prioritizes ease of use and simplicity over flexibil...
events.eurobsdcon.org
September 23, 2026 at 6:09 PM
earlgreymemes.club
curated text post by W. Owen Powell in STSP that reads: If Data was merged in the transporter with Odo (a la Tuvix), could that be considered Al slop?
September 20, 2026 at 6:06 AM
earlgreymemes.club
curated meme by James Martin in STSP with text and image; text reads: "me: i hope she's a virgin" / "Her cliteras:" and image is the Enterprise D facing off against a black void in space aka the "hole in space" from TNG "Where Silence Has Lease"
September 13, 2026 at 5:18 PM
earlgreymemes.club
curated meme by Daniel Griffin in STSP with Q speaking to the Enterprise D senior officers; Q: I've decided the trial is over, and I'll grant one wish before I leave; Doctor Crusher: an end to suffering; Picard: peace in the galaxy; Horny Riker: I wish that Reese's Peanut Butter Cups moaned when you take off their little panties; Q, back in his red and black judge outfit: and just like that, the trial is back on
September 6, 2026 at 2:36 AM
earlgreymemes.club
currated meme via John Pfannenstein in STSP, a frame of Lal from Star Trek TNG "The Offspring" with top / bottom text : So without understanding / memes I have somehow mastered them
September 3, 2026 at 8:30 PM
earlgreymemes.club
curated meme via Pax Murray in STSP using an apartment scene from "Office Space"; first panel, a mulleted Lawrence (Diedrich Bader) says: You wanna know the plot of the episode "Time Squared", man? second panel, he continues: Two Picards at the same time, man.
August 31, 2026 at 1:33 AM
earlgreymemes.club
curated meme from a STSP comments section; Sub-commander Taris from TNG "Contagion" in a boxy gray Romulan square-patterned tunic with exaggerated square shoulders and a Y-shaped copper colored sash resting on both shoulders and forming a lapel of sorts, with bottom text: It's called fashion sweaty, look it up
August 27, 2026 at 8:58 PM
chrisnjwilliams.bsky.social
STSP?
August 26, 2026 at 12:01 PM
earlgreymemes.club
curated meme by JoN Rundquist in STSP; second panel is a photo of a law office or other consultancy with name: BREEN & PERSON; first panel is an image of L'ak and Moll from Star Trek Discovery
August 17, 2026 at 8:48 PM
shamsa.bsky.social
m.youtube.com/watch?v=sTSp...
Kadim Al Saher … Sallami | كاظم الساهر … سلامي
YouTube video by Rotana
m.youtube.com
August 5, 2026 at 2:00 PM
earlgreymemes.club
curated meme via Pax Murray in STSP with three panels from "Clues"; first panel, the bridge crew of the Enterprise D is laying unconscious with Data looking back at everyone from his station; second panel, Captain Picard starts to come to and asks, "What happened?" third panel, Data helps Picard to his feet and replies, "Uhh... we ALL got chloroformed!"
August 1, 2026 at 11:25 PM
earlgreymemes.club
I can't take credit for this one

I think it came out of STSP
August 1, 2026 at 6:16 AM
st6tx.bsky.social
hkt「stspキッズが」←煽ってるような言い方 草
July 18, 2026 at 2:38 PM
st6tx.bsky.social
stspたのしみだな〜〜本当に毎日何かしらの供給があって狂う
July 18, 2026 at 2:09 PM
brynet.ca
Very cool! Stefan Sperling (stsp@)'s initial implementation of #OpenBSD WPA3 support is now available testing! 🥳

This project was funded by The NLnet foundation's NGI0 Commons Fund, which supported Stefan's work on a new open source #WPA3 implementation for OpenBSD.
July 18, 2026 at 12:11 PM
brynet.ca
Stefan Sperling (stsp@) shared yet another important milestone on the road to OpenBSD #WPA3 support: The first ever WORKING SAE handshake on #OpenBSD! 😎🐡

bsd.network/@stsp/116930...
brynet.ca Bryan Steele 🦋🍁 @brynet.ca · Jun 19
Stefan Sperling (stsp@) shared some WPA3 progress on Mastodon today! 😎

"The first ever successful SAE [WPA3-Personal] message exchange between #OpenBSD (iwx driver) and linux hostapd has occurred. There is still some work left do but the hard part is done!"
July 16, 2026 at 3:55 PM
earlgreymemes.club
curated meme via Jon Askins in STSP; the first panel is a photo of a shipping box that reads "Artisanal" but the font makes it look like "art is anal"; second panel is Data and Lore in the corridor
July 15, 2026 at 9:59 PM
robotmeile.bsky.social
Guy in STSP saying I need to keep scrolling instead of calling out abusive men who have nothing to do with ST being in memes. Society where even the gay fandom boys ask people to not speak out against violence against women. Saying we need to keep scrolling, while not doing that themselves!
July 10, 2026 at 10:54 AM
desmigeo.bsky.social
STSP comes through for us, as does Beverly
A scene from Star Trek: The Next Generation, in which Dr. Crusher sitting in a very Victorian-to-Edwardian-coded sitting room, lit only by a couple gas or oil lamps and a small candle in an elaborate candle/lantern. She sits in an armchair, not reclining, perhaps even sitting on the edge of the seat, but with her head tilted back as though savoring the moment or waiting for something whisps of a shimmering green glow are seen before her Just to be clear yes this is the scene from Sub Rosa
July 9, 2026 at 11:58 PM
snoeifout.bsky.social
Is that so? And why is that? Sounds a lot like:

www.nps.gov/stsp/learn/h...

In the rest of the world we just call the people who voted for Trump Americans.

And idiots. Mostly just idiots.
The Merikins - Star-Spangled Banner National Historic Trail (U.S. National Park Service)
www.nps.gov
July 7, 2026 at 9:24 PM
st6tx.bsky.social
じゅのオタクだからstspでsntrがさとるの真似してた回は狂ったように聴いたし、gstでjyrがｻﾞｻﾂﾊﾞｸﾄ魅せてくれた回もビデオ擦り切れるまで見たし(…) k〜ちもﾘｮｰｲｷﾃﾝｶｲしてくれるの……？？狂うが たすけてくれ
July 3, 2026 at 11:10 AM
brynet.ca
Stefan Sperling (stsp@) shared some WPA3 progress on Mastodon today! 😎

"The first ever successful SAE [WPA3-Personal] message exchange between #OpenBSD (iwx driver) and linux hostapd has occurred. There is still some work left do but the hard part is done!"
June 19, 2026 at 3:31 PM