Paper Citation Record · LEDGER

Multimodal Situational Safety

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2410.06172.

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

pith.paper-citation-record.v1
2410.06172 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:45:20.053722Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T01:36:25.436139Z

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 7c47a994-2bc2-4bc4-a7bf-efcaca27d162 · 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 Multimodal Situational Safety

Reference 162

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:20.053722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6209e798-1471-4f07-a068-41234cb1933f · inbound

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs cites this paper.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Multimodal Situational Safety

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:30.464795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da29a955-25de-4ed5-a2bc-6bc29a4963dc · inbound

MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models cites this paper.

MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models Multimodal Situational Safety

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:33.596058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 136e2999-40e0-4b35-bac4-99a0026ac9fe · inbound

Generative RLHF-V: Learning Principles from Multi-modal Human Preference cites this paper.

Generative RLHF-V: Learning Principles from Multi-modal Human Preference Multimodal Situational Safety

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:34:56.289308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4009b75c-1e8b-4ff0-a64a-96e3bf4449c1 · inbound

VSCBench: Bridging the Gap in Vision-Language Model Safety Calibration cites this paper.

VSCBench: Bridging the Gap in Vision-Language Model Safety Calibration Multimodal Situational Safety

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:13.345759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ca0153f-f489-4660-824d-dca44f119fae · inbound

Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack cites this paper.

Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack Multimodal Situational Safety

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T13:22:03.133709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c2bc979-887e-44a9-92b6-a714c3824eb2 · inbound

USB: A Comprehensive and Unified Safety Evaluation Benchmark for Multimodal Large Language Models cites this paper.

USB: A Comprehensive and Unified Safety Evaluation Benchmark for Multimodal Large Language Models Multimodal Situational Safety

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:14.292317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2912aaeb-2854-4b65-8fa6-47bfc05b8e3b · inbound

Beyond Jailbreaks: Revealing Stealthier and Broader LLM Security Risks Stemming from Alignment Failures cites this paper.

Beyond Jailbreaks: Revealing Stealthier and Broader LLM Security Risks Stemming from Alignment Failures Multimodal Situational Safety

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:20.727309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e806e8d-2bb6-4740-bf5a-049e67f15c8b · inbound

SafeCoT: Improving VLM Safety with Minimal Reasoning cites this paper.

SafeCoT: Improving VLM Safety with Minimal Reasoning Multimodal Situational Safety

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:02.992699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59d6978a-d62d-4dbf-9edc-cd76423a9675 · inbound

Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents cites this paper.

Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents Multimodal Situational Safety

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:45.933900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bde0e658-1def-4854-8835-15d908ee292a · inbound

SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law cites this paper.

SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law Multimodal Situational Safety

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T14:37:19.704746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52bd3cb9-1707-4ec3-ab63-2494f0140e24 · inbound

SafetyALFRED: Evaluating Safety-Conscious Planning of Multimodal Large Language Models cites this paper.

SafetyALFRED: Evaluating Safety-Conscious Planning of Multimodal Large Language Models Multimodal Situational Safety

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:06:04.466838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8da074de-5ffd-415f-af40-0c0c7ebc00ac · inbound

Constitutional On-Policy Safe Distillation cites this paper.

Constitutional On-Policy Safe Distillation Multimodal Situational Safety

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T01:36:25.437936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89767f0f-59e4-4f9b-8fc7-a2ffc0dc38e9 · inbound

How Jailbreak Attacks Inform Safety Alignment: A Defender-Centric, Shapley-Based Evaluation of Jailbreak Contributions cites this paper.

How Jailbreak Attacks Inform Safety Alignment: A Defender-Centric, Shapley-Based Evaluation of Jailbreak Contributions Multimodal Situational Safety

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T18:54:53.054207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.