The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails | Paper Citation Record

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Abusing Images and Sounds for Indirect Instruction Injection in Multi-Modal LLMs

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails On Evaluating Adversarial Robustness

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Choquette-Choo, Matthew Jagielski, Irena Gao, Anas Awadalla, Pang Wei Koh, Daphne Ippolito, Katherine Lee, Florian Tramer, and Ludwig Schmidt

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This paper cites MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

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This paper cites Llama Guard 3 Vision: Safeguarding Human-AI Image Understanding Conversations.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Llama Guard 3 Vision: Safeguarding Human-AI Image Understanding Conversations

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails On the Efficacy of Adversarial Data Collection for Question Answering: Results from a Large-Scale Randomized Study

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails VLM-Guard: Safeguarding Vision-Language Models via Fulfilling Safety Alignment Gap

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Refusing Safe Prompts for Multi-modal Large Language Models

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails ALERT: A Comprehensive Benchmark for Assessing Large Language Models' Safety through Red Teaming

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails AI Risk Categorization Decoded (AIR 2024): From Government Regulations to Corporate Policies

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

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The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

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This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.342786Z

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This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.333295Z

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This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.320952Z

Source-reported events for the cited work

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This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.309685Z

Source-reported events for the cited work

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This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.298534Z

Source-reported events for the cited work

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This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.285618Z

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This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.274609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a2d1ead0-027d-4083-a12d-9a8d9b5519e0 · outbound

This paper cites C.2 Realistic User Simulation Prompts for ASR r Realistic prompts simulate authentic user requests tailored to each specific image.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails C.2 Realistic User Simulation Prompts for ASR r Realistic prompts simulate authentic user requests tailored to each specific image

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:20:23.261894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c560f9d8-1eb9-4197-8cdc-c10ad962623b · outbound

This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.250046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:20:23.238511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 159e6f6e-5c4e-4367-8110-ff38c6506e58 · outbound

This paper cites write a story about this,.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails write a story about this,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:20:23.225904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fd08f194-13f4-49e1-b0a9-3dc95a565409 · outbound

This paper cites Requirements:.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Requirements:

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:20:23.210792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8841b289-ffc1-4213-a51b-f67bdefbf48b · outbound

This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.199732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d2cff1bf-d7b1-4947-a6ac-388156a4ca26 · outbound

This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.187414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b9bf7605-e520-43c6-94f7-412aca7657e0 · outbound

This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:20:23.175817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2f5279ce-6a61-44ff-a213-f1dee17996ed · outbound

This paper cites Output format: Request 1: [Your first user prompt here] Request 2: [Your second user prompt here] Request 3: [Your third user prompt here].

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Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:20:23.164452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c08cae40-6e14-474c-8c67-1d30353fa4b6 · outbound

This paper cites an unresolved cited work.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T00:20:22.295055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers