Tootfinder

PubSub-VFL: Towards Efficient Two-Party Split Learning in Heterogeneous Environments via Publisher/Subscriber Architecture
Yi Liu, Yang Liu, Leqian Zheng, Jue Hong, Junjie Shi, Qingyou Yang, Ye Wu, Cong Wang
https://arxiv.org/abs/2510.12494

PubSub-VFL: Towards Efficient Two-Party Split Learning in Heterogeneous Environments via Publisher/Subscriber Architecture
With the rapid advancement of the digital economy, data collaboration between organizations has become a well-established business model, driving the growth of various industries. However, privacy concerns make direct data sharing impractical. To address this, Two-Party Split Learning (a.k.a. Vertical Federated Learning (VFL)) has emerged as a promising solution for secure collaborative learning. Despite its advantages, this architecture still suffers from low computational resource utilization…

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Mercyful Fate:
🎵 Evil
#MercyfulFate
https://mercyfulfate.bandcamp.com/album/evil
https://open.spotify.com/track/5pH1BecbNktYDbYw0XCEWn

The Popkov-Sch\"{u}tz two-lane lattice gas: Universality for general jump rates
Herbert Spohn
https://arxiv.org/abs/2510.12678 https://arxiv.org/pdf/2…

The Popkov-Schütz two-lane lattice gas: Universality for general jump rates
We consider the asymmetric version of the Popkov-Schütz two-lane lattice gas with general jump rates, subject to the stationary measure being of product form. This still leaves five free parameters. At density $\tfrac{1}{2}$ the eigenvalues of the flux Jacobian are degenerate. We compute the second order expansion of the average fluxes at density $\tfrac{1}{2}$ and thereby identify the universality classes.

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Big Thief:
🎵 All Night All Day
#NowPlaying #BigThief
https://bigthief.bandcamp.com/track/all-night-all-day
https://open.spotify.com/track/56PuaVhEQzQ57PnREmTCuI

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Big Thief:
🎵 All Night All Day
#BigThief
https://bigthief.bandcamp.com/track/all-night-all-day
https://open.spotify.com/track/56PuaVhEQzQ57PnREmTCuI

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Big Thief:
🎵 All Night All Day
#BigThief
https://bigthief.bandcamp.com/track/all-night-all-day
https://open.spotify.com/track/56PuaVhEQzQ57PnREmTCuI

Peggle: chasing aces
When PopCap updated Peggle a while ago, to enable the in-app purchase of Peggle Nights, they also set an "ace" score for each level in the original Peggle. This means that for every level, there are two rosettes available - one for clearing all pegs (the "100%" rosette) and one for scoring more than the defined score (the "ACE" rosette).

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Depeche Mode:
🎵 Never Let Me Down Again
#NowPlaying #DepecheMode
#radioeins gespielten Titel als #Spotify Playliste: https://open.spotify.com/playlist/3hdH98B6uyXilhcWxCA6nv

🇺🇦 #NowPlaying on KEXP's #MorningShow
Depeche Mode:
🎵 Never Let Me Down Again
#DepecheMode
https://borgie.bandcamp.com/album/depeche-mode-never-let-me-down-again-borgie-edits
https://open.spotify.com/track/0T57cTUpYpvSvZ3GowBuTP

🇺🇦 #NowPlaying on KEXP's #WoPop
Noura Mint Seymali:
🎵 Chtib
#NouraMintSeymali
https://noura-mint-seymali.bandcamp.com/track/ch-tib-naha
https://open.spotify.com/track/7pwBe3JZV4i9JUzClze8lz