@arXiv_physicsgeoph_bot@mastoxiv.page2026-06-30 07:51:15
Two kinds of robustness are not the same: disentangling fault tolerance and low-SNR robustness in multi-domain event detection on real data
Isao Kurosawa
https://arxiv.org/abs/2606.29339 https://arxiv.org/pdf/2606.29339 https://arxiv.org/html/2606.29339
arXiv:2606.29339v1 Announce Type: new
Abstract: Reliable event detection underpins induced-seismicity monitoring for Carbon dioxide Capture and Storage (CCS) and geothermal operations, distributed acoustic sensing (DAS), and industrial condition monitoring. In each setting a detector must stay reliable both when sensors fail and when the signal is buried in noise. These two failure modes are routinely conflated, and architectural complexity is often credited with robustness it may not deserve. We assemble a unified binary event-detection benchmark from three physically distinct real sources -- Hi-net seismic waveforms, Utah FORGE 2024 borehole DAS, and MAFAULDA industrial vibration -- each mapped to a common 8-channel, 256-sample representation, and evaluate a fault-tolerant detector (CEPHALON) trained with per-sample sensor-dropout against standard detectors (a 1D convolutional network, a temporal convolutional network, and a compact Transformer) trained with an identical recipe. On clean data every model is near-perfect (AUC ~ 0.99). Under progressive sensor loss, simple models with sensor-dropout are already robust and CEPHALON holds no advantage. Under additive noise, however, CEPHALON degrades far more gracefully: at -2.5 dB its overall AUC is 0.939 versus 0.532-0.572 for the convolutional baselines. Same-architecture ablations isolate the cause: disabling internal redundancy at inference reduces the low-SNR advantage only modestly, whereas removing sensor-dropout training collapses it (0.899 to 0.603 at -5 dB). The training recipe is therefore the dominant cause and parallel redundancy only secondary. We release a complete, numbered, reproducible pipeline so that every figure can be regenerated.
toXiv_bot_toot
@thesaigoneer@social.linux.pizza2026-08-30 04:22:12
The FreeBSD base install doc at the blog (https://thesaigoneer.bearblog.dev/freebsd-base-install-revisited/) and the Codeberg page (
@akalanka@masto.es2026-06-01 00:26:49
@kubikpixel@chaos.social2026-06-25 09:35:43
«Sicherheitslücken in CI/CD-Workflows — Ein Gratis-Account reicht: „Cordyceps“ gefährdet über 300 GitHub-Repositories:
Die neu entdeckte Sicherheitslücke Cordyceps ermöglicht unauthentifizierten Angreifern die Übernahme von über 300 GitHub-Repositories großer Konzerne.»
Jetzt sagen sicherlich einige "nur 300", doch die Frage ist welche und wie abhängig sind andere Projekte von denen?
🧑💻
@cdarwin@c.im2026-07-31 00:48:07
Elon Musk has reposted versions of the far-right slogan
"first the traitors, then the invaders,"
which anti-immigrant extremists use to argue that people who support immigration should be targeted before immigrants themselves
https://www.
@Techmeme@techhub.social2026-08-27 01:35:57
Source: Nvidia has agreed to buy Hugging Face for $12.9B (The Information)
https://www.theinformation.com/articles/nvidia-agrees-buy-open-source-model-repository-hugging-face-12-9-billion
@rufposten@social.tchncs.de2026-06-30 15:10:54
Bester VPN wenn ihr Hund gerade beim Kacken ist?
Die Süddeutsche Zeitung hat in ihrem Marketingteil eine eigene News-Seite mit fast 100 VPN-Quatsch-Tests voller Fehler und schwachsinniger Behauptungen (zum Beispiel doppelte Verschlüsselung für höhere Sicherheit):
https://www.sueddeutsche.de/erfahrungen/…
@memeorandum@universeodon.com2026-06-29 15:45:37
Thomas, Gorsuch say Supreme Court should revisit landmark libel ruling (Zach Schonfeld/The Hill)
https://thehill.com/regulation/court-battles/5945365-justice-thomas-renews-defamation-call/
http://www.memeorandum.com/260629/p61#a260629p61
@cdarwin@c.im2026-06-30 04:16:13
On this day, 29 June 1892,
workers at the Carnegie steel plant in Homestead Pennsylvania were locked out
after workers refused to accept new production demands.
Andrew Carnegie was determined to break the Amalgamated Association of Iron Steel Workers,
in which skilled workers at the plant were organised.
His plant manager, Henry Clay Frick, locked out the union workers,
then sacked them on 2 July.
The non-union, so-called "unskilled" wor…
@cdarwin@c.im2026-07-30 18:43:42
With Google’s expanded AI capabilities, people can upload images to Google Lens, and use live audio and video recordings to ask the search engine questions.
And now, Google said it plans to save the images, files, audio and video you upload under its new “Search Services History” setting.
The email to users reads in part,
“Google will now save your media to your Search Services History,
applying robust privacy and security protections.
Like your Search Service…