Paper Citation Record · LEDGER

CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2409.11365.

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

pith.paper-citation-record.v1
2409.11365 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:03:01.057933Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T21:19:28.901711Z

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 9c25e061-0127-4216-9cb5-e47aeadd2ef7 · inbound

Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment cites this paper.

Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T11:03:01.057933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8aca2ef8-fc27-41ec-8de2-f4025db496d7 · inbound

Large language models for artificial general intelligence (AGI): A survey of foundational principles and approaches cites this paper.

Large language models for artificial general intelligence (AGI): A survey of foundational principles and approaches CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 137

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.501014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1fb825a-1d77-4bc7-a831-0c26754423e6 · 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 CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:18.542861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f9705fa-9c37-4604-a18d-2670e8d636d1 · inbound

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

Backdoor Cleaning without External Guidance in MLLM Fine-tuning CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:49.707420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6506708-7542-411a-90f0-fac087b3d32c · 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 CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:37:20.727581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5079de70-61dd-4254-ac2f-b61965ca6ff2 · inbound

A Survey on Training-free Alignment of Large Language Models cites this paper.

A Survey on Training-free Alignment of Large Language Models CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-05T21:19:29.082124Z

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 f716258f-8735-4fd2-a4f9-4205aa24e40e · 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 CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-04T09:47:23.610335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4acb388-339a-4f8c-88f0-28e6484e4f21 · inbound

SafeNexus: Discovering and Steering Modality-Universal Safety Neurons in MLLMs cites this paper.

SafeNexus: Discovering and Steering Modality-Universal Safety Neurons in MLLMs CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T16:20:27.640231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.