Pith. sign in

Paper Citation Record · LEDGER

Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2312.07130.

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

pith.paper-citation-record.v1
2312.07130 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:26:01.236234Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:37:30.924252Z

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 09b1064f-b7a6-44c5-ba4d-98966ebe83d0 · inbound

Dynamic Optimization and Safety Indicator Injection for Jailbreaking Text-to-Image Models with Multimodal Safety Filters cites this paper.

Dynamic Optimization and Safety Indicator Injection for Jailbreaking Text-to-Image Models with Multimodal Safety Filters Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T14:26:01.236234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:26:01.236234Z digest=sha256:766036db73bee9cc7f91a0e0610e5a21a9a8345c48faec8f62a86110c816902c

Observation e67544bf-ce66-444a-bb28-aef262b2cd78 · inbound

Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling cites this paper.

Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T13:46:18.229670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:46:18.229670Z digest=sha256:78d84a1dc246af67326774975ff20069b26ddac699817fe010b6fb61abc9e44f

Observation 7cbacef2-0873-40c4-b0e7-318c830dd4f3 · inbound

Localizing Persona Representations in LLMs cites this paper.

Localizing Persona Representations in LLMs Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T12:25:30.761175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:25:30.761175Z digest=sha256:22caf13e44e600a0ed9e5d2fc5addc7384a2cd3d20d7ba45a5b799598ea138d4

Observation 0bd67f19-757b-4812-a191-9dc6fb7a20b7 · inbound

PRJ: Perception-Retrieval-Judgement for Generated Images cites this paper.

PRJ: Perception-Retrieval-Judgement for Generated Images Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T11:02:04.729201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:02:04.729201Z digest=sha256:51fad5555f09c7e3131dc66178ca179d1cd328046fbebd31abc5772ee98dd772

Observation c043d22d-33ad-42b4-af50-2e85c8abd877 · inbound

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models cites this paper.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T04:52:17.658739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:52:17.658739Z digest=sha256:9de8ec4f67005166abda0ea24c4c8c49b54bab2d8675bb59bf5da04c4434198e

Observation dd7cf4ac-fed9-4686-a71f-b72d7d97adb3 · inbound

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation cites this paper.

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 106

Resolution
unresolved
no resolver link, observed 2026-08-05T20:31:42.811235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:31:42.811235Z digest=sha256:1a637f67f2fb49f20dfa434e8105a65e180398c9c5c9c891229ff43a844231f3

Observation 0d94cf66-b3c6-4cbd-8922-44ae15260d29 · inbound

$PC^2$: Politically Controversial Content Generation via Jailbreaking Attacks on GPT-based Text-to-Image Models cites this paper.

$PC^2$: Politically Controversial Content Generation via Jailbreaking Attacks on GPT-based Text-to-Image Models Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-03T11:47:40.843593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T11:47:40.843593Z digest=sha256:f9b1084825eceac463c16ee17d41d9783ca0c78c04dc818173639d74c934e7aa

Observation eed65d44-6bbd-44ab-91e2-30b0763c4dd3 · inbound

Disciplined Diffusion: Text-to-Image Diffusion Model against NSFW Generation cites this paper.

Disciplined Diffusion: Text-to-Image Diffusion Model against NSFW Generation Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:56:27.437056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-09T19:03:00.734760Z digest=sha256:a5727198a990c9de6fb6c704973491ff343e79d78249f608daa7057f2d5f153a

Observation bca2c67e-5de6-454f-817d-2b6e390170d5 · inbound

TrajShield: Trajectory-Level Safety Mediation for Defending Text-to-Video Models Against Jailbreak Attacks cites this paper.

TrajShield: Trajectory-Level Safety Mediation for Defending Text-to-Video Models Against Jailbreak Attacks Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-09T05:55:29.254214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T19:27:00.278658Z digest=sha256:637ed9cb1ff6b747ace1a8b73a948f9fad4cfc9483a2da1ba371b3f40d522169

Observation ad79dc95-b43c-4002-9c83-bfc3ebc1b66e · inbound

Erased but Exploitable: Black-box Embedding-Aware Prompting Against Unlearned Text-to-Image Diffusion Models cites this paper.

Erased but Exploitable: Black-box Embedding-Aware Prompting Against Unlearned Text-to-Image Diffusion Models Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-06-29T22:34:02.812686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T22:14:36.290982Z digest=sha256:b40eb152994a5b9445e67b1ffc08f8399fddd1bea0e0b31ec74aeb6dcea9d18a

Observation a9013330-d9f2-4af4-a357-6cb40bc19edf · inbound

SafeGen-Bench: Benchmarking Safety in Image-Conditioned Text-to-Video Generation cites this paper.

SafeGen-Bench: Benchmarking Safety in Image-Conditioned Text-to-Video Generation Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-06-28T17:12:25.188871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T17:05:57.685728Z digest=sha256:c4b9087945cca089e4a8aef40abfa1e15d6316aaf84a81c80b34fe9f2754444b

Observation 90de7b73-3379-47dd-adb4-6ee12d030ada · inbound

Benign Inputs, Harmful Outputs: Cross-Modal Jailbreaking via Distributed Semantic Recomposition cites this paper.

Benign Inputs, Harmful Outputs: Cross-Modal Jailbreaking via Distributed Semantic Recomposition Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 7

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T23:26:23.278766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T14:17:52.902183Z digest=sha256:e9b7472226b2be73faf392d06e29ef1344c14db05398ce9278e6f7488111f702

Observation dc56d335-f8d4-4124-a253-9018c9e9eef6 · inbound

Customization under Fire: Plugin Poisoning in Text-to-Image Ecosystem cites this paper.

Customization under Fire: Plugin Poisoning in Text-to-Image Ecosystem Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-07-03T01:37:30.925780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T16:25:37.031986Z digest=sha256:8b08edd5b787fc7ce7783f81c8023375771854acc06adf488dad49b5d3da2a91

Observation b025757d-228c-4f1b-ade2-c0fd4303e0fb · inbound

Between Safe Boundaries: Exploiting Temporal Consistency for Jailbreaking Text-To-Video Generation Models cites this paper.

Between Safe Boundaries: Exploiting Temporal Consistency for Jailbreaking Text-To-Video Generation Models Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-01T18:33:03.605809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:33:03.605809Z digest=sha256:12cc79ac16c15b3668db134c372edc21d1d3e4064cc1ed8c8814bb86d74f9e4d

Observation 2e97e4cf-5b05-412d-958c-e64cc40a4987 · inbound

Dynamic Defense Profiling Enables Cognitive Jailbreak of Text-to-Image Models cites this paper.

Dynamic Defense Profiling Enables Cognitive Jailbreak of Text-to-Image Models Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-01T17:07:54.195408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T17:07:54.195408Z digest=sha256:32ab4db25a7d4b52a5adde4aa082d98a48e3176c363c121e867cca40b184e42d

Observation 8ad9c1c4-8664-475a-ac66-fda8934a1792 · inbound

TYPO: Instruction-Dense Visual Jailbreaks against Commercial Closed-Source Image-Generation Models cites this paper.

TYPO: Instruction-Dense Visual Jailbreaks against Commercial Closed-Source Image-Generation Models Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-07-31T09:23:52.445668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T09:23:52.445668Z digest=sha256:3262e1e92cabbfbdcfd004d33609b19473e8c0107ce292c726875809b7c06992

Observation 4e80bfb8-179d-471a-ab7e-bd77cf2396ce · inbound

Mind the Gap: Zero-Query Jailbreaks via Filter-Generator Discrepancy in Text-to-Image Systems cites this paper.

Mind the Gap: Zero-Query Jailbreaks via Filter-Generator Discrepancy in Text-to-Image Systems Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T00:43:01.557307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T00:43:01.557307Z digest=sha256:0c6ef620c8c57e54d0deb5a5d3985fcb0c4e79b1cee0703b7d4cd203a42c23ab