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
The more I stroll around Mastodon I become aware of how the ways to #classify #research are determined by the languages one uses. This makes it nearly tangible how #language and #culture are always intertwined. I love everything about it, with every language you (try to) engage with you get a whole new way of #thinking your own research.

#November 22, 1900
#OTD #Science & #Flowers: Study of the One Does Not Destroy the Love of the Other appeared in The Indianapolis News.

"Let the #Botanist #Classify and #Name...
but let him be careful not to do anything to bring into #Contempt the #Love of #Flowers...
lest we rightly call him dry-as-dust and #Blind to #Beauty."

#Gardening #Garden #gardeningpodcast #Iamabotanist #plants #Classification #Taxonomy

IT Vulnerability Assessment | Security Gap Assessment - TRG

With our IT Vulnerability Assessment, you receive a valuable baseline for determining appropriate defences and remediation activities to secure your network.

TRG