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AsyncOPD: How Stale Can On-Policy Distillation Be?

🤗 Upvotes: 23 | cs.LG

Authors:
Wonjun Kang, Kevin Galim, Seunghyuk Oh, Minjun Kang, Sanghyun Park, Donghoon Kim, Minjae Lee, Minseo Kim, Rishabh Tiwari, Yuchen Zeng, Hyung Il Koo, Kangwook Lee

Title:
AsyncOPD: How Stale Can On-Policy Distillation Be?

Arxiv:
http://arxiv.org/abs/2606.24143v1

Abstract:
On-policy distillation (OPD) trains a student on its own rollouts guided by teacher feedback and is becoming increasingly important for large language model (LLM) post-training. Like reinforcement learning (RL), however, OPD faces an on-policy systems bottleneck, as rollouts can dominate training time for rea...

Kyberturvallisuus

Mitä kyberturvallisuus oikeastaan tarkoittaa? Se on tärkeä osa meidän jokaisen arkea. Jakso tarjoaa hyÜdyllisiä vinkkejä kaikille, jotka käyttävät sähkÜisiä palveluita arjessaan. Vieraina Matti Saari, SEAMK, FarmGuard -hanke ja Markku Ylitalo, Lounea.

Sascha Martin's Ripping News Teaser 3: Sascha Martin's Gobbly Goo Part Three

Sascha's snotty genie is out of the bottle, and it's hungry. Or maybe just greedy. It's not granting anyone's wishes, that's for sure.

Already, Landfill Public School is just a mucusy memory, and the outside world has no idea it's on the menu.

Can nothing stop this demon of devouring, this monster of munching, this apocalypse of apparel?

Surely its creator can? Well about that ...

Join Sascha, Luca, their not-friend Mary-Alice and everyone else at Landfill Public School for the yucky final instalment of Sascha Martin's Gobbly Goo.

Disclosure 2027 Uncensored Richard Beckwith

Richard Warren Beckwith is a highly accomplished attorney with a diverse and eclectic background
spanning law, molecular biology, and media. Currently serving as the City Attorney for Rock Springs,
Wyoming, he brings a wealth of experience and expertise to his role. He is the Wyoming State Director
for the Mutual UFO Network (MUFON) and a member of the MUFON International Board of Directors. He
is also the host of the Official MUFON Podcast. He has been investigating UFOs for more than fifty years,
and professionally for nearly twenty.
Beckwith earned a Bachelor of Science Degr...

Hundetraining auf der Alm - Kristina Ziemer-Falke

Vom Norden Deutschlands in die Italienischen Berge Kristina macht einfach, worauf sie Bock hat - und das richtig erfolgreich. Gemeinsam mit ihrem Mann hat sie das Schulungszentrum fßr Hundetrainer Ziemer & Falke gegrßndet. Bildet seit viele Jahren erfolgreich Trainer:innen aus und jongliert nebenzu viele weitere spannende Projekte. Das neueste davon: eine Alm! Auf Urlaub in den Bergen entdeckt Kristina eine verlassene Alm, die bewirtschaftet werden will. Der Gedanke lässt sie nicht mehr los und kurzerhand schult sie um zur Gastro-Expertin und zaubert ein kleines Trainings-zentrum aus der verlassenen Almhßtte. Diese lässt inzwischen keine Wßnsche offen...

Supergirl : Movie Month (30 of 30)

And here we are, once again. The final day of Movie Month. Today marks the 390th overall movie and the 330th podcast of my favorite podcast project of the year! Today I went back to the theater one last time to see the latest DC Studios release, Supergirl. Despite some opinions and smaller than hoped for box office receipts, I (spoiler) enjoyed this movie and loved Milly Alcock as Supergirl.

Since this is the final Movie Month episode of the year, I decided (all by myself and with no suggestion) that I should come up...

Perception is Reality - The Antoni 2 Bo Show #13

Follow The A✌B on these socials!

X - https://x.com/Antoni2BoShow

Facebook - https://www.facebook.com/antoni2boshow

Instagram - https://instagram.com/shadesofunity.pdx

Website - https://shadesunitypdx.wordpress.com/

Music credit:Soul by Alex-Productions | https://onsound.eu/

Music promoted by https://www.free-stock-music.com

Creative Commons / Attribution 3.0 Unported License (CC BY 3.0)

https://creativecommons.org/licenses/by/3.0/deed.en_US

Freedom 250: Did it trigger American pride and patriotism? Full Contact EP2

The Freedom 250 UFC event at the White House: was it a proud celebration of America that triggered a resurgence in patriotism? Not if you go by the majority media. We discuss our reactions from different generations.

הלכות עירובין פרק ו׳

הלכות עירובין פרק ו׳

- PASTOR ADRIANO ALVES
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Sascha Martin's Ripping News

Sascha Martin is a young inventor whose genius knows no responsibility. He attends Landfill Public School where, each week during News, he delights and traumatises, horrifies and endangers his classmates in 2M and the entire school community.

Sascha's weekly inventions, and the chaos that follows, have won Landfill Public School the widest renown as a Centre of Excellence in Surprise.

Now in Sascha Martin's Ripping News, the podcast, each boundary-pushing triumph of science, each inevitable, unanticipated consequence and every edge of your seat apocalypse comes appallingly to life, in the author's own humble narration.

Take a few moments in your day. Join Sascha's misadventures with rocket-ships and flying saucers, aliens and dinosaurs, zombies, megafauna and exo-girls, plus his constant, ever critical, always demanding nemesis and not-friend, Mary-Alice Cooper.

It's all great fun until somebody ... Well, we'll get to that.

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UFOs • Alien Abductions • Bigfoot • Government Secrets • Paranormal Talk Radio Strap in, America this isn’t ordinary talk radio. This is Fobbiden Realms,the late-night paranormal radio show where UFO sightings, alien encounters, government cover-ups, Bigfoot investigations, time travel theories, ancient technology, and interdimensional mysteries collide. Hosted by Gary Anderson, a two-time heart attack survivor who flatlined twice and came back louder and more fearless than ever, Night Dreams doesn’t tiptoe around the unexplained. We dive headfirst into the biggest mysteries of our time. This isn’t casual conversation about UFO disclosure.
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No filters.
No corporate leash. The storm is here  and Night Dreams is riding the lightning. Forbidden Realms  We don’t whisper in the dark. We shout into it. Call into the live show and talk directly with Gary and his guests.

Call In Number 1-253- 260-5713 At the top of the Hour

YOU NOW CAN CHAT WITH OTHER NIGHT DREAMERS ON OUR YOUTUBE CHANNEL

https://www.youtube.com/@nightdreamstalkradionetwor6961/streams

Become a supporter of this podcast: https://www.spreaker.com/podcast/forbidden-realms-late-night-show-with-gary--2788432/support.

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Shades of Unity PDX Presents: The Antoni ✌️ Bo Show

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Rambam Yomi

Perek Rambam Layom לימוד הרמב"ם פרק אחד ליום

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Hot Twentie’s

Holà! Moi c’est Lou, j’ai 19ans et mon premier skill dans la vie c’est d’overthink, si tu cherches à écouter une ptite meuf qui veut te partager ses peurs, ses doutes, ses points de vue ou encore ses solutions bienvenue dans hot Twentie’s ;) Hébergé par Ausha. Visitez ausha.co/fr/politique-de-confidentialite pour plus d'informations.