Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T18:36:49.775098Z
Paper Citation Record · LEDGER
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity
As of 20 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 2 inbound Pith citation observations for arXiv:2501.11183.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T01:33:22.553666Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
18 of 18 outbound references displayed
- verified exact0
- verified fuzzy2
- unresolved15
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4bb2061d-3ad9-44d7-a5f2-c62f5ae06fb9 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:50.068814Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ebd60240-bf6b-4304-a2cd-51fc39ac6800 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:50.056291Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f5ab94cc-717a-464d-bf9d-3e4b0b2b57dd · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:50.043762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7332f5e0-7e81-4385-aab9-9c74205245c3 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:50.032847Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cfd8e849-ed1e-4f8e-8e96-147c51174878 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:50.019946Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 79850747-4c48-45a5-a849-404313d4ca53 · outbound
This paper cites by poisoni ng a model’s training data to install backdoors, enabling future re-entry.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity by poisoni ng a model’s training data to install backdoors, enabling future re-entry
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T18:36:50.007841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 76f569dc-4799-45bf-8397-c6949f974ae1 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.994433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 64bebae3-68f1-4832-85a2-beb496e732af · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.983472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6eacdd0a-56c9-444a-9066-7b7653050331 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.971798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0a57bdf6-8de2-44ba-9398-0adc77b4abfd · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.959447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b675220c-7aea-462c-b826-7a75cfcfaab9 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.946347Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2221018c-c3a9-4c31-8f25-fca6b28cb7eb · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.934776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ce4eae73-f056-4275-a6c5-cb6bd7fe13a6 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.922073Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 066ae25b-fee8-4611-8e2b-1f6e529a3530 · outbound
This paper cites an unresolved cited work.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T18:36:49.909652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bfa7dcb0-3272-47ea-8fb5-bbcf69100895 · outbound
This paper cites Timothy G Griffin and Gordon Wilfong.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Timothy G Griffin and Gordon Wilfong
Reference 2008
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T18:36:50.082132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ab8d052a-e7ae-4c8b-87ef-f737acc06cd5 · outbound
This paper cites Explaining and Harnessing Adversarial Examples.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Explaining and Harnessing Adversarial Examples
Reference 2015
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T18:36:49.703438Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f801d236-71e2-4429-8ac1-9d7c6e8556b0 · outbound
This paper cites Learning diverse attacks on large language models for robust red-teaming and safety tuning.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity Learning diverse attacks on large language models for robust red-teaming and safety tuning
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T18:36:49.713119Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7411c19-441f-44d4-a383-274decf764b2 · outbound
This paper cites the route for 9.0.0.0 is AS0.
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity the route for 9.0.0.0 is AS0
Reference 2024
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-10T18:36:49.718026Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation eb466cd9-0b2e-4773-bb02-8ec53f6bafdd · inbound
Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response cites this paper.
Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity
Reference 82
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T02:40:29.478382Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c604844-ba65-42fb-a698-1b18614ba36c · inbound
Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response cites this paper.
Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T01:33:22.553666Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.