Paper Citation Record · LEDGER

MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2401.02906.

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

pith.paper-citation-record.v1
2401.02906 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:28:32.656455Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T14:36:17.486111Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f6bd5bc9-50d2-47a8-b276-70c94a0097a0 · inbound

Spot Risks Before Speaking! Unraveling Safety Attention Heads in Large Vision-Language Models cites this paper.

Spot Risks Before Speaking! Unraveling Safety Attention Heads in Large Vision-Language Models MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:32.656455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc4414d5-f3bf-409e-84a4-11a15b4ce7c6 · inbound

When Data Manipulation Meets Attack Goals: An In-depth Survey of Attacks for VLMs cites this paper.

When Data Manipulation Meets Attack Goals: An In-depth Survey of Attacks for VLMs MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-08T15:38:17.331678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9559c0c7-b398-405d-adb6-7b415ca59191 · inbound

A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations cites this paper.

A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:18.595432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 550321c1-0fbf-4ef1-bb8b-faed80b8b8e8 · inbound

Backdoor Cleaning without External Guidance in MLLM Fine-tuning cites this paper.

Backdoor Cleaning without External Guidance in MLLM Fine-tuning MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:54.129405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 373bac8e-af7d-4313-97ae-a9f57bf5bb85 · inbound

Bootstrapping LLM Robustness for VLM Safety via Reducing the Pretraining Modality Gap cites this paper.

Bootstrapping LLM Robustness for VLM Safety via Reducing the Pretraining Modality Gap MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:37:21.767959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a957fa8c-c114-4042-9f65-1879927c714c · inbound

Mitigating Object Hallucination via Robust Local Perception Search cites this paper.

Mitigating Object Hallucination via Robust Local Perception Search MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:54:02.271733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54ad4906-8783-4811-9f0b-c3012997d958 · inbound

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models cites this paper.

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T05:36:15.657440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79385af3-621c-419d-937b-5e974a2c6172 · inbound

The First Differentiable Transfer-Based Algorithm for Discrete MicroLED Repair cites this paper.

The First Differentiable Transfer-Based Algorithm for Discrete MicroLED Repair MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T22:21:02.818874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93801a12-a12d-4f40-b721-584ae509db69 · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 237

Resolution: unresolved; no resolver link, observed 2026-08-05T20:29:06.992275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eee30cb-5711-4b77-bf70-a0ff3532e513 · inbound

Attention Misses Visual Risk: Risk-Adaptive Steering for Multimodal Safety Alignment cites this paper.

Attention Misses Visual Risk: Risk-Adaptive Steering for Multimodal Safety Alignment MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T09:47:24.297779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18343fac-bb97-4908-abe1-b1cb6ba9f91f · inbound

SafeSteer: A Decoding-level Defense Mechanism for Multimodal Large Language Models cites this paper.

SafeSteer: A Decoding-level Defense Mechanism for Multimodal Large Language Models MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:57:27.595879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7f4cab9-f0f1-4d18-b64a-31c389b0eba9 · inbound

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges cites this paper.

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 88

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:27:31.002935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30082f1e-45be-480a-9e48-f0f333b6c999 · inbound

R^3: Advertisement Compliance Rectification via Group-Relative Experience Extractor and Curriculum Reinforcement cites this paper.

R^3: Advertisement Compliance Rectification via Group-Relative Experience Extractor and Curriculum Reinforcement MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T14:36:17.488295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.