The number of individuals entering the invalidity pension due to mental illnesses reached a peak in 2025. According to answers provided by the Federal Ministry... https://news.osna.fm/?p=52647 | #news #claims #classify #disability #fuels
Record Spike in Mental Health Disability Claims Fuels Push to Classify Trauma as Occupational Illness - Osna.FM

Disability pension claims for mental health conditions hit an all-time high in 2025. Explore the critical rise in psychiatric disability benefits.

Osna.FM
The Berlin police are now assessing new threats against the capital's power grid as significantly more serious than previously reported. According to internal d... https://news.osna.fm/?p=46012 | #news #amid #anarchist #berlin #classify
Berlin Police Classify Power Grid Threats as "Very Serious" Amid Concerns Over Anarchist Sabotage Plot - Osna.FM

Learn how Berlin police rates new power grid threats as "very serious". Understand the latest on protecting the capital's electricity supply.

Osna.FM
This sulfurous hell world might change the way we classify exoplanets
https://atlas.whatip.xyz/post.php?slug=this-sulfurous-hell-world-might-change-the-way-we-classify-exoplanets
Key insight: <p>An oddity among exoplanets
#exoplanets #sulfurous #classify #change
This sulfurous hell world might change the way we classify exoplanets

An oddity among exoplanets, L 98-59 d is (so far) in a class all its own, but astronomers expect powerful new telescopes will eventually reveal more like it

According to reports from Saxony's Interior Minister, Armin Schuster (CDU), and the responsible public prosecutor's office, the incident that occurred in the ci... https://news.osna.fm/?p=44431 | #news #amokfahrt #attack #authorities #classify
Leipzig Shootout: Authorities Classify Attack on Crowded Square as "Amokfahrt" - Osna.FM

Discover the latest details on the Leipzig "Amokfahrt" incident, featuring expert analysis from Saxony's Interior Minister and law enforcement sources.

Osna.FM

Classify’s Bowling Challenge | American Eagle

https://videovortex.tv/w/dfuNDTCxqcVvYtGzeFBJt9

Classify’s Bowling Challenge | American Eagle

PeerTube

Dual Representation Learning for Out-of-distribution Detection

Zhilin Zhao, Longbing Cao

Action editor: Matthew Blaschko.

https://openreview.net/forum?id=PHAr3q49h6

#discriminative #deep #classify

Dual Representation Learning for Out-of-distribution Detection

To classify in-distribution samples, deep neural networks explore strongly label-related information and discard weakly label-related information according to the information bottleneck....

OpenReview

#search — on anything but a neat tidy dataset — is also not just an index storage and processing problem; it is a #crawl and #classify problem.

We need intelligent crawlers that can scan databases, drives, SharePoint, wikis, email, code, chat histories, etc and for each item effectively extract the required metadata and standardize the format for effective indexing.

I expect this to be a great opportunity for LMs, or LM+Tools. https://github.com/HazyResearch/evaporate is a potential start

GitHub - HazyResearch/evaporate: This repo contains data and code for the paper "Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes"

This repo contains data and code for the paper "Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes" - GitHub - HazyResearch/evaporate: This ...

GitHub

Estimating the Density Ratio between Distributions with High Discrepancy using Multinomial Logist...

Akash Srivastava, Seungwook Han, Kai Xu, Benjamin Rhodes, Michael U. Gutmann

https://openreview.net/forum?id=jM8nzUzBWr

#classification #classify #classifier

Estimating the Density Ratio between Distributions with High...

Functions of the ratio of the densities $p/q$ are widely used in machine learning to quantify the discrepancy between the two distributions $p$ and $q$. For high-dimensional distributions, binary...

OpenReview

KRADA: Known-region-aware Domain Alignment for Open-set Domain Adaptation in Semantic Segmentation

Chenhong Zhou, Feng Liu, Chen Gong, Rongfei Zeng, Tongliang Liu, William Cheung, Bo Han

https://openreview.net/forum?id=5II12ypVQo

#classify #labeled #classifier

KRADA: Known-region-aware Domain Alignment for Open-set Domain...

In semantic segmentation, we aim to train a pixel-level classifier to assign category labels to all pixels in an image, where labeled training images and unlabeled test images are from the same...

OpenReview