Pith. sign in

Paper Citation Record · LEDGER

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks

As of 13 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2505.23192.

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

pith.paper-citation-record.v1
2505.23192 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:56:20.846056Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

  • verified exact1
  • verified fuzzy5
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca1f379d-283b-4e2c-9860-dc8fb3fa589a · outbound

This paper cites Accessed: 2025-05-18.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Accessed: 2025-05-18

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:56:23.107961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:19.413305Z digest=sha256:23adc14ca5a0786cdd109c960015b55e70405848ba18fd5f8259d3a407c98bf8

Observation 6a545282-2bfa-41b1-aba6-437743548b31 · outbound

This paper cites midjourney.com/home/.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks midjourney.com/home/

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:56:22.942382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:19.634754Z digest=sha256:28589d3d95218f33b48a153458a783a13ff3785c05b6db80c8e796e2dfb2bbea

Observation cda8b0a4-ce53-4915-967a-c0b8628024b6 · outbound

This paper cites Scaling up GANs for Text-to-Image Synthesis.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Scaling up GANs for Text-to-Image Synthesis

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:19.939101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:19.939101Z digest=sha256:0f43f9d812760ea83cb004215a663f1ddad3d86d5085a8cb2d56dc727dbf5991

Observation 923f531e-7672-49c6-9807-dc9b2d9bfdb8 · outbound

This paper cites AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake Detection.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake Detection

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:56:21.767902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:20.039775Z digest=sha256:0308d8922ca1b7fa909c35f7da10b510062d145aaea248c82232b467c986d855

Observation d4172971-c50e-4ceb-8905-4e0680e55608 · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:20.129661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:20.129661Z digest=sha256:00cfb873d90b867f4be532328a496a79e73afcc33632c849b352b7a265996612

Observation 7dd25414-fe52-4f99-a175-673c194ba363 · outbound

This paper cites Ramesh, A., Dhariwal, P., Nichol, A., Chu, C., and Chen, M.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Ramesh, A., Dhariwal, P., Nichol, A., Chu, C., and Chen, M

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:20.210783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:20.210783Z digest=sha256:de836157a4592fcbbaa6669f226b3dc039dc8d2e455ec00a910301f8ad2e640c

Observation fc1e6bf9-d1c3-47f8-b054-dfd741258539 · outbound

This paper cites Tencent zhuque lab.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Tencent zhuque lab

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:56:22.709161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:20.302469Z digest=sha256:a3091f64e775716262288a104bfab43182a9ed112d08e23dd3b9ecd633d9f940

Observation 69be407b-9920-4cf3-ac00-16e30c2c87d8 · outbound

This paper cites Tian, B., Juefei-Xu, F., Guo, Q., Xie, X., Li, X., and Liu, Y.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Tian, B., Juefei-Xu, F., Guo, Q., Xie, X., Li, X., and Liu, Y

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:56:22.484071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:20.422111Z digest=sha256:78ef35946ae8437f192319790fceabede0a650b4e9f02de9f65079a4f81878dd

Observation 55f0ce80-d637-4fe8-b1c5-9529318fa8d2 · outbound

This paper cites BruSLeAttack: A Query-Efficient Score-Based Black-Box Sparse Adversarial Attack.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks BruSLeAttack: A Query-Efficient Score-Based Black-Box Sparse Adversarial Attack

Reference 15

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T12:56:21.367074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:20.541631Z digest=sha256:ce4d2790cb40f49b691b3d6c46fd30a83d68e5655315ac89c7a0bce2161f8960

Observation f5a718e4-7c80-41af-b5ca-581dd64aac76 · outbound

This paper cites CNN-generated images are surprisingly easy to spot... for now.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks CNN-generated images are surprisingly easy to spot... for now

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:20.666880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:20.666880Z digest=sha256:74795ad5a150f84829e11ae9826a3e63becc6a0b65c3a41da0afd188928b6e47

Observation d8c8f9b3-ce7e-4c79-9da0-6f3cac1d0df0 · outbound

This paper cites Take Fake as Real: Realistic-like Robust Black-box Adversarial Attack to Evade AIGC Detection.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Take Fake as Real: Realistic-like Robust Black-box Adversarial Attack to Evade AIGC Detection

Reference 17

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T12:56:21.058197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:20.770366Z digest=sha256:03650ba6e896a710056cb42dce48aef9ff660f164ec949acf720a9026c04aaac

Observation 321008e4-ca8b-4214-9d6b-f782f000af00 · outbound

This paper cites PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:20.846056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:20.846056Z digest=sha256:beebd5def5ae5c6cbeded996f3020d23016a460d641d9930698c9113f3dd182e

Observation ece8af2b-dd95-45b5-a94e-5e219958e9a9 · outbound

This paper cites Douglas, J.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Douglas, J

Reference 2009

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:19.497002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:19.497002Z digest=sha256:6a4d61e8aaeacfa133ff6e66bd4ef63ca76584eac56cdfc8df84798b9e791d08

Observation 5ebd3238-2530-4c20-823b-b725dc18440a · outbound

This paper cites Square Attack: a query-efficient black-box adversarial attack via random search.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Square Attack: a query-efficient black-box adversarial attack via random search

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:19.331876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:19.331876Z digest=sha256:21ff4cdf1e35f51c6e31b0ca12f1ffa2fb9ab9b72a70e755cd67822e9741853e

Observation 471b452d-8d12-4539-9f45-d4c2dc9ed16b · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks LoRA: Low-Rank Adaptation of Large Language Models

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:19.738216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:19.738216Z digest=sha256:ba4bfe4352e18243a22552791b1a313f2c4b3efb46c983ccbec9c44047fc3390

Observation ba66880b-1ada-41ca-a685-34dfbb48cb14 · outbound

This paper cites Evading Watermark based Detection of AI-Generated Content.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Evading Watermark based Detection of AI-Generated Content

Reference 2023

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T12:56:22.128118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:19.825275Z digest=sha256:2abdbe8b0c4e0883c1235fece7203a417b37744fade0007bca62f07b38868fa4

Observation 50f23b56-b595-45ea-9614-f07fcfd25899 · outbound

This paper cites WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T12:56:19.677840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:19.677840Z digest=sha256:0f35f33e81560bff93631df08bd536e3f12089138a19f195999f163100d77c70

Observation b4eaa1a1-5988-44ce-b6b5-fe016506df6d · outbound

This paper cites Andriushchenko, M., Croce, F., Flammarion, N., and Hein, M.

Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Andriushchenko, M., Croce, F., Flammarion, N., and Hein, M

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:56:23.339620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:56:19.265131Z digest=sha256:c685d552edf29a0984c45909a8a3e180ece26437f7c389ef58e23a2a2cd5ad8f

Pith citing papers

No inbound Pith citation observations are available.