Paper Citation Record · LEDGER

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation

As of 17 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2412.15924.

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

pith.paper-citation-record.v1
2412.15924 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:02:20.330790Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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 exact0
verified fuzzy13
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4929f3c9-2acb-4e53-a515-d23ba19008e9 · outbound

This paper cites 2DR1-PCA and 2DL1-PCA: two variant 2DPCA algorithms based on none L2 norm.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation 2DR1-PCA and 2DL1-PCA: two variant 2DPCA algorithms based on none L2 norm

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T11:02:20.403234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7374786c-c4cc-4cf7-a30d-6b371bbe359e · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Explaining and Harnessing Adversarial Examples

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T11:02:20.274357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 652b151e-b3f7-44c2-88b5-4a5ae360e38d · outbound

This paper cites Adversarial examples in the physical world.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Adversarial examples in the physical world

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:02:20.278601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41ee8f39-3893-4c61-a5b8-3aadf8fb21e9 · outbound

This paper cites Boosting adversar- ial attacks with momentum,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Boosting adversar- ial attacks with momentum,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.532818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9c34b45b-0fc8-4816-a63e-9a9f7e6c23e1 · outbound

This paper cites Enhancing the transferability of adversarial attacks through variance tuning,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Enhancing the transferability of adversarial attacks through variance tuning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.524409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 56c4c71d-5953-4df0-86cc-097f633b0ead · outbound

This paper cites Towards building more robust adversarial examples with ensemble-based methods,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Towards building more robust adversarial examples with ensemble-based methods,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.515456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0c5a6cdf-8228-4d34-9df0-e0dd68ebedf5 · outbound

This paper cites Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T11:02:20.294721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54d67315-d96e-46c6-876b-35180af42e57 · outbound

This paper cites Universal adversarial perturbations,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Universal adversarial perturbations,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.505216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3ac886f8-8953-454a-baf2-16defc694947 · outbound

This paper cites ImageNet Large Scale Visual Recognition Challenge,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation ImageNet Large Scale Visual Recognition Challenge,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.496162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d715cb26-0ec2-4570-9b8e-168dac4c3521 · outbound

This paper cites Very deep convolutional networks for large-scale image recognition,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Very deep convolutional networks for large-scale image recognition,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.487127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 075a6160-519a-43a3-af4d-d114d58f222c · outbound

This paper cites Densely connected convolutional networks,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Densely connected convolutional networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.478257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2ada87ec-d132-4848-9bec-0adbe17593b0 · outbound

This paper cites Imagenet classification with deep convolutional neural networks,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Imagenet classification with deep convolutional neural networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.468886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7b73b7b8-c808-46ec-81d3-df628c21b766 · outbound

This paper cites A convnet for the 2020s,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation A convnet for the 2020s,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.457646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 12f8029b-5b1c-415e-8c6e-78a735af4648 · outbound

This paper cites Deep residual learning for image recognition,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Deep residual learning for image recognition,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.446799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 472651d7-09bf-4c0c-9341-91b76dec85ad · outbound

This paper cites Shufflenet v2: Practical guidelines for efficient cnn architecture design,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Shufflenet v2: Practical guidelines for efficient cnn architecture design,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.435008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 083bd40e-96a3-4deb-9da6-26edd3514d11 · outbound

This paper cites Going deeper with convolutions,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Going deeper with convolutions,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.423717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3e980c89-ead9-42d5-9be3-97f89c26910b · outbound

This paper cites Searching for mobilenetv3,.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Searching for mobilenetv3,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:02:20.414284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6ba079df-09e3-4ee1-9b1c-f5de5889e5c2 · outbound

This paper cites Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks.

Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T11:02:20.330790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.