Paper Citation Record · LEDGER

Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2402.05162.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2402.05162 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T23:10:21.164769Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation cbea1368-0965-4239-a6f7-65a30a5b4428 · inbound

Refusal in Language Models Is Mediated by a Single Direction cites this paper.

Refusal in Language Models Is Mediated by a Single Direction Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 197

Resolution: verified exact; arxiv_id, observed 2026-05-13T10:47:56.149761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d19ef127-391d-4692-9095-2cebbeb04a3d · inbound

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey cites this paper.

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 160

Resolution: verified exact; arxiv_id, observed 2026-05-23T20:58:26.085448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 83cee028-943d-4118-8b61-a51410ccfa8f · inbound

ReGA: Model-Based Safeguard for LLMs via Representation-Guided Abstraction cites this paper.

ReGA: Model-Based Safeguard for LLMs via Representation-Guided Abstraction Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:37:15.996646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0c2c6bea-7436-4b5f-9ab6-3ead28b1ec1b · inbound

Anchoring Refusal Direction: Mitigating Safety Risks in Tuning via Projection Constraint cites this paper.

Anchoring Refusal Direction: Mitigating Safety Risks in Tuning via Projection Constraint Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T23:10:21.164769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4014d4f8-ebe4-4157-9e85-317ab0948343 · inbound

Fragile Knowledge, Robust Instruction-Following: The Width Pruning Dichotomy in Llama-3.2 cites this paper.

Fragile Knowledge, Robust Instruction-Following: The Width Pruning Dichotomy in Llama-3.2 Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T18:58:18.996512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 16c81941-8b7a-49bc-b0c1-c2975aaff959 · inbound

RACC: Representation-Aware Coverage Criteria for LLM Safety Testing cites this paper.

RACC: Representation-Aware Coverage Criteria for LLM Safety Testing Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:17:36.571809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 14bad936-292e-4a84-afaa-3747711aabec · inbound

Shorter, but Still Trustworthy? An Empirical Study of Chain-of-Thought Compression cites this paper.

Shorter, but Still Trustworthy? An Empirical Study of Chain-of-Thought Compression Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:18:01.269418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e1abcea7-6b34-4377-a29a-6c4741cb95eb · inbound

Preventing Safety Drift in Large Language Models via Coupled Weight and Activation Constraints cites this paper.

Preventing Safety Drift in Large Language Models via Coupled Weight and Activation Constraints Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:21:01.737881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 39072647-bc4b-4d17-afb2-9e152a01511a · inbound

Safety Drift After Fine-Tuning: Evidence from High-Stakes Domains cites this paper.

Safety Drift After Fine-Tuning: Evidence from High-Stakes Domains Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:11:19.355933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7f3f0f3a-43c0-4b6b-8a7f-b6bd7a3dd9a8 · inbound

A Single Neuron Is Sufficient to Bypass Safety Alignment in Large Language Models cites this paper.

A Single Neuron Is Sufficient to Bypass Safety Alignment in Large Language Models Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T01:46:14.385976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 535a40d2-b828-4c34-90dd-52b3f3e81075 · inbound

Persona-Model Collapse in Emergent Misalignment cites this paper.

Persona-Model Collapse in Emergent Misalignment Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:47:58.787885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 49544792-b9a8-4f1d-bd8d-480e17de09ce · inbound

Persona-Model Collapse in Emergent Misalignment cites this paper.

Persona-Model Collapse in Emergent Misalignment Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-01T14:15:47.607612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ab30518a-aa99-46d5-83eb-2fcf73a70a86 · inbound

Babel: Jailbreaking Safety Attention via Obfuscation Distribution Optimized Sampling cites this paper.

Babel: Jailbreaking Safety Attention via Obfuscation Distribution Optimized Sampling Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:08:11.097483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2c8cc1d3-9a0c-4721-8b48-3d86c6f18b52 · inbound

REFLECTOR: Internalizing Step-wise Reflection against Indirect Jailbreak cites this paper.

REFLECTOR: Internalizing Step-wise Reflection against Indirect Jailbreak Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T06:19:41.940745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5b719db5-9a7a-4486-8ebb-3a322659aa89 · inbound

A Paired Testing Protocol for Batch-Conditioned Refusal Robustness in LLM Serving cites this paper.

A Paired Testing Protocol for Batch-Conditioned Refusal Robustness in LLM Serving Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:03:47.824267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9459fa0c-106d-4060-b66d-bd0e2592c9f4 · inbound

OpenSafeIntent: Evaluating Intent-Calibrated Safe Completion Across Dual-Use Prompt Sets cites this paper.

OpenSafeIntent: Evaluating Intent-Calibrated Safe Completion Across Dual-Use Prompt Sets Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T14:48:32.485913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4669ea2f-2c5e-4dd1-a35e-4804a3b3a840 · inbound

Faithfulness to Refusal: A Causal Audit of Neuron Selectors cites this paper.

Faithfulness to Refusal: A Causal Audit of Neuron Selectors Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-07-07T15:43:53.891301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bcc8117c-adf3-4adc-a3af-4b28f7f06d9f · inbound

Securing LLMs in the Wild: Privacy and Security Challenges at the Edge cites this paper.

Securing LLMs in the Wild: Privacy and Security Challenges at the Edge Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T06:50:14.933979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.