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Attributed metadata history

REPORTPUBLIC METADATA

Safeguarding LLMs via Model-Agnostic Latent Safety Signals from Dark Knowledge

arXiv:2610.07532v1 Announce Type: new Abstract: LLMs have advanced rapidly, raising growing concerns about their safety. Recent work has proposed approaches to detect and defend against attacks including defenses at decoding stage that leverage models' hidden states. However, existing decoding-stage defenses suffer from two limitations. First, they introduce a trade-off between safety and over-ref

Reference details

Source category
Research & news
Report title
Safeguarding LLMs via Model-Agnostic Latent Safety Signals from Dark Knowledge
First reported
Oct 07, 2026 04:00 UTC
Last reported
Oct 07, 2026 04:00 UTC
Catalog updated
Oct 08, 2026 03:43 UTC
Record ID
272c69356ac2c828737e7fed28aabea652f5b2cf9e021825b069e632c07c08b3

Published indicators

Network indicators are visibly defanged. This page does not make them clickable or send them to another service.

No validated file hashes or network indicators are stored for this record.

Source observations

src_fb50be84b835134c75

Source-provided label
Not reported
Evidence class
mentioned in report
Confidence
Not reported
Observed
Oct 07, 2026 04:00 UTC
Retrieved
Oct 08, 2026 03:43 UTC

This record contains metadata and attribution only. It does not host, download, unpack, render, or execute malware samples.

Feed collection status

Sources represented on this page. Publication and observation dates describe the content; successful batch dates describe local collection. A recent batch does not certify complete coverage or current provider availability.

1 sources: 0 stale, 0 needing attention, 0 paused, 1 unverified.

Review source update dates and status
  • src_fb50be84b835134c75Collection status unverifiedLast successful batch: Unverified

Stale means older than twice the recorded collection interval, with a minimum of one hour; without an interval, the threshold is 24 hours. Cached content remains available while a feed is stale, paused, or unverified.