Paper Citation Record · LEDGER

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World

As of 7 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 5 inbound Pith citation observations for arXiv:2507.06256.

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

pith.paper-citation-record.v1
2507.06256 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:46:12.168372Z

measured 45 of 45 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T22:11:44.891731Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

40 of 40 outbound references displayed

verified exact2
verified fuzzy7
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 2783951a-819c-4df3-97c5-a80607046314 · outbound

This paper cites Extracting Targeted Training Data from ASR Models, and How to Mitigate It.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Extracting Targeted Training Data from ASR Models, and How to Mitigate It

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:46:12.602575Z

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 8a6389d7-4191-4f6b-af26-d6063d0ba49c · outbound

This paper cites an unresolved cited work.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:46:12.720795Z

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 4b841989-b741-4b54-8956-03d7aa2651f9 · outbound

This paper cites PaLM 2 Technical Report.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World PaLM 2 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:10.057762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d61374a-e7b4-4462-babc-c2396e99150a · outbound

This paper cites Qwen Technical Report.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Qwen Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:10.156705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0ab924c-d47e-4af0-bf8e-2d0562db1770 · outbound

This paper cites Borsos, R.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Borsos, R

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:46:12.710903Z

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 bb162df4-2d5c-4876-b493-65510fcd86f6 · outbound

This paper cites Carlini and D.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Carlini and D

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:46:12.701756Z

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 56783040-79ae-4012-809d-a2368f2fd2d5 · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:10.508284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f46e497-7476-4857-ba77-0e3925a74e3a · outbound

This paper cites an unresolved cited work.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:46:12.691783Z

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 9917f026-aa6d-414f-b692-c025fa093fe7 · outbound

This paper cites BEATs: Audio Pre-Training with Acoustic Tokenizers.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World BEATs: Audio Pre-Training with Acoustic Tokenizers

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:10.747215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2803a8eb-eec8-42e8-9f31-f88079716d1f · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:10.864457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2a056c6-d9da-4850-bcde-3c24836e872e · outbound

This paper cites Qwen2-Audio Technical Report.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Qwen2-Audio Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:10.982353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a06db11-99ae-49f8-8285-e4a32689457d · outbound

This paper cites SpeechVerse: A Large-scale Generalizable Audio Language Model.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World SpeechVerse: A Large-scale Generalizable Audio Language Model

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:11.082340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80b15eec-e9ae-4f2a-9f92-104f08a26b40 · outbound

This paper cites High Fidelity Neural Audio Compression.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World High Fidelity Neural Audio Compression

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:11.217871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e732449-e696-4d5f-ae28-3f39fa1338d7 · outbound

This paper cites GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:11.380266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 646bbd30-5388-4171-9b02-5d93ffeb2371 · outbound

This paper cites FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:11.544437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fccb077-0b67-487e-996f-acac6bec9f86 · outbound

This paper cites WavLLM: Towards Robust and Adaptive Speech Large Language Model.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World WavLLM: Towards Robust and Adaptive Speech Large Language Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:11.712860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a612af34-dc91-486b-af43-4e172981cc4c · outbound

This paper cites Jagielski, O.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Jagielski, O

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:46:12.682933Z

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 8f86087c-9289-4850-9401-246c8ee85a92 · outbound

This paper cites AdvWave: Stealthy Adversarial Jailbreak Attack against Large Audio-Language Models.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World AdvWave: Stealthy Adversarial Jailbreak Attack against Large Audio-Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:11.860730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 879a3d17-31d3-4548-b5eb-791c5c6f7d40 · outbound

This paper cites an unresolved cited work.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.036090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d29046c4-6d65-4422-a42a-d4bd8a07c1ed · outbound

This paper cites Can DeepFake Speech be Reliably Detected?.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Can DeepFake Speech be Reliably Detected?

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:46:12.384717Z

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 0b4ed28f-0981-4ba0-b140-158c1e87a2e2 · outbound

This paper cites AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.108208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce3bf8a2-a472-4f1b-9fde-6e7dcb3c8657 · outbound

This paper cites Mehrotra, M.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Mehrotra, M

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.111658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4171da7b-394e-44ec-a672-cfc8de46e50a · outbound

This paper cites an unresolved cited work.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:46:12.667820Z

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 72df7960-c2b5-421a-ac1b-fffc3b0e21d8 · outbound

This paper cites Introducing the gpt store.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Introducing the gpt store

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:46:12.659437Z

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 9b8e48fb-e17f-4a60-9f33-b97ca311f08b · outbound

This paper cites Panayotov, G.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Panayotov, G

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:46:12.650200Z

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 21ed4ddb-510b-4e3d-b7bf-60e72a320205 · outbound

This paper cites SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.124426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 760ad9b0-117e-42f7-a591-0f0d44e6233c · outbound

This paper cites an unresolved cited work.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:46:12.640920Z

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 a08af88d-88d3-4fad-87c9-974ff83d5212 · outbound

This paper cites Radford, J.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Radford, J

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:46:12.631467Z

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 fc1e7586-dad7-41ba-8cb6-b8714d63e1a7 · outbound

This paper cites ``do anything now'' (dan) chatgpt jailbreak prompt.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World ``do anything now'' (dan) chatgpt jailbreak prompt

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:46:12.621427Z

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 abc7a546-3fd6-4739-9b6b-23f4c0705f25 · outbound

This paper cites Multilingual and Multi-Accent Jailbreaking of Audio LLMs.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Multilingual and Multi-Accent Jailbreaking of Audio LLMs

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.137325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 456c8f3a-155c-4cdc-8a13-6fd87c778d9c · outbound

This paper cites AudioPaLM: A Large Language Model That Can Speak and Listen.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World AudioPaLM: A Large Language Model That Can Speak and Listen

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.140449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e2a8e15-6c90-4dd0-9049-ab0d3c42bf3a · outbound

This paper cites Fast Adversarial Attacks on Language Models In One GPU Minute.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Fast Adversarial Attacks on Language Models In One GPU Minute

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.144188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab8c427d-efc2-4a15-b826-5fbbc5410723 · outbound

This paper cites Sainburg.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Sainburg

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.147622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2659eb14-5450-4ba4-bac3-54ebd7d3934a · outbound

This paper cites SALMONN: Towards Generic Hearing Abilities for Large Language Models.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World SALMONN: Towards Generic Hearing Abilities for Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.150469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de1e8c8b-40e0-48a1-84c4-249985620d8d · outbound

This paper cites an unresolved cited work.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.153745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ae878b7-7b70-408d-b9d6-2cca6963033f · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.156733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 411c6b45-1cb1-4f2a-a5e1-c3b7aaeb4c71 · outbound

This paper cites an unresolved cited work.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:46:12.612050Z

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 3b9010eb-a5bb-416f-9942-37ca56887634 · outbound

This paper cites SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.162010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71dacfe2-0d54-47df-b590-46e941cce2c7 · outbound

This paper cites AutoDAN: Interpretable Gradient-Based Adversarial Attacks on Large Language Models.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World AutoDAN: Interpretable Gradient-Based Adversarial Attacks on Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.165487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6493212-f791-4b4d-bfc1-c8c85109138f · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:12.168372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6d1f6fcf-8e27-4ad6-b844-27856dd410f1 · inbound

Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization cites this paper.

Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World

Reference 49

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:45:44.049550Z

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 d7fcaa52-6edf-404b-8cf9-159865606a01 · inbound

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook cites this paper.

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World

Reference 149

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:39:48.846936Z

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 27dd53fa-217c-4b97-adec-aae597269a72 · inbound

Codec-Robust Attacks on Audio LLMs cites this paper.

Codec-Robust Attacks on Audio LLMs Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:44:00.738938Z

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 754db553-ee7d-43d7-ac76-0b53c1c5b074 · inbound

Codec-Robust Attacks on Audio LLMs cites this paper.

Codec-Robust Attacks on Audio LLMs Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:45:23.746564Z

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 9f24f8d1-41bf-4154-a41b-9328f0040fe8 · inbound

Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents cites this paper.

Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World

Reference 223

Resolution: verified exact; arxiv_id, observed 2026-06-30T22:15:05.492733Z

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.