Paper Citation Record · LEDGER

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models

As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2608.02137.

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

pith.paper-citation-record.v1
2608.02137 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:51:18.188583Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

55 of 55 outbound references displayed

verified exact0
verified fuzzy0
unresolved55
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0d203a98-d713-4404-a1f2-239a1f65c7fe · outbound

This paper cites Kuckreja, M.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Kuckreja, M

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.086314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3ec5ba5-7a2a-42ba-b149-ea2d21728af5 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.197564Z

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Observation e374495f-0e3a-45c8-8dfc-ff6f758dfa71 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.308578Z

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Observation e4931532-7ddb-4f06-a55a-ad33ea1611b4 · outbound

This paper cites Intriguing properties of neural networks.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Intriguing properties of neural networks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.421616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6200422a-6bd2-4c85-a0ad-4068873697aa · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.531956Z

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Unavailable: canonical work link unavailable.

Observation ee41d49e-a0f8-48fe-bda7-d0814a9997fc · outbound

This paper cites Kurakin, I.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Kurakin, I

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.648728Z

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Observation fa88f52b-e5d1-44b3-8cc6-74b6c6d31691 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.733978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a8940b1-28ec-4528-859c-3e600ae33998 · outbound

This paper cites D \' az-Rodr \' guez, J.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models D \' az-Rodr \' guez, J

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.865768Z

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Unavailable: canonical work link unavailable.

Observation 0f7b1510-b6a1-428d-8c26-69058e3e5ce5 · outbound

This paper cites Understanding Zero-Shot Adversarial Robustness for Large-Scale Models.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Understanding Zero-Shot Adversarial Robustness for Large-Scale Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:17.974506Z

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Observation 567ae1f9-037d-41bc-9ecd-826efd84b493 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.029871Z

Source-reported events for the cited work

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Observation 56516e43-05df-418d-a3ba-b1e40b18ea49 · outbound

This paper cites TIMA: Text-Image Mutual Awareness for Balancing Zero-Shot Adversarial Robustness and Generalization Ability.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models TIMA: Text-Image Mutual Awareness for Balancing Zero-Shot Adversarial Robustness and Generalization Ability

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.034016Z

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Observation 1e8214d4-8f87-4a3e-893d-2509237d4519 · outbound

This paper cites Calibrating Uncertainty for Zero-Shot Adversarial CLIP.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Calibrating Uncertainty for Zero-Shot Adversarial CLIP

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.038421Z

Source-reported events for the cited work

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Observation 8da3932e-745e-4220-96c4-9f02a0a37b5f · outbound

This paper cites Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.042445Z

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Observation 853da1fb-88c9-4318-b04c-306fac42e1cb · outbound

This paper cites Zhang, X.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Zhang, X

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.046506Z

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Observation d6d76829-be7d-4e20-a47a-190f65a5c010 · outbound

This paper cites Jiang, S.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Jiang, S

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.049994Z

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Observation 834e6853-2f74-46bf-8aff-028071590e9a · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.053044Z

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Observation 4059c9f1-9f25-4725-a4e4-b1c1eac365c4 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.056540Z

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Observation f5f20e5a-7da8-4be2-8999-164a34fa3be8 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.061191Z

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Observation 3000efe9-740a-4306-92ef-9edd3a9747e6 · outbound

This paper cites Evolution-based Region Adversarial Prompt Learning for Robustness Enhancement in Vision-Language Models.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Evolution-based Region Adversarial Prompt Learning for Robustness Enhancement in Vision-Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.065039Z

Source-reported events for the cited work

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Observation 8db284c9-4a26-4724-8e0d-97292a27761d · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.069194Z

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Unavailable: canonical work link unavailable.

Observation b085f8e1-48db-4fbc-8ff2-a0f7baff9c0d · outbound

This paper cites Alayrac, J.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Alayrac, J

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.072595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae7cf10-8a7c-420f-aad7-317b281847aa · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.075843Z

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Observation 1033c7ba-1638-453c-aaf3-694614bf0bb8 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.079199Z

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Observation 16123aa5-47d8-4bf4-aadb-60f9ffd2a00c · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.082472Z

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Observation 3b5b3ec3-f49a-4dda-a19d-22bdaaa506b9 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.085888Z

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Unavailable: canonical work link unavailable.

Observation ee6636d3-0d25-44cc-b3b9-2e2eb6c17709 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Explaining and Harnessing Adversarial Examples

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.089350Z

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Unavailable: canonical work link unavailable.

Observation 54c01f76-9319-4830-a9c5-638d212e6372 · outbound

This paper cites Madry, A.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Madry, A

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.092974Z

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Unavailable: canonical work link unavailable.

Observation f359b6ff-1d6a-44c8-8ae9-a3a1e8d7eaf2 · outbound

This paper cites Carlini and D.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Carlini and D

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.096373Z

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Observation e7ff5671-900d-4a1f-9468-b7d2e410cfd9 · outbound

This paper cites Zhang, Q.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Zhang, Q

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.099490Z

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Observation 0abb525f-8948-4d67-ac92-55bb4a8952d1 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.102800Z

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Observation e0f88c99-c103-4ae3-96d0-a3c3f0354790 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.105777Z

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Observation 76615868-36a2-4ab0-9d62-8f2bde2dbaf9 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.109531Z

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Observation 66a91d2f-42e2-4f30-a1eb-9d746a132a45 · outbound

This paper cites Storn and K.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Storn and K

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.112749Z

Source-reported events for the cited work

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Observation 39a44378-8b71-492b-9235-a1b6c27bb266 · outbound

This paper cites Kennedy and R.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Kennedy and R

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.116769Z

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Observation 121d93f8-a990-4640-ba6f-37e24796668e · outbound

This paper cites Hansen, ``The cma evolution strategy: a comparing review,'' Towards a new evolutionary computation: Advances in the estimation of distribution algorithms, pp.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Hansen, ``The cma evolution strategy: a comparing review,'' Towards a new evolutionary computation: Advances in the estimation of distribution algorithms, pp

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.119994Z

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Observation d6bda0b9-7fd8-4aab-8749-666c48b00d39 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.123521Z

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Observation 6777e3f0-42de-4e16-8f01-1bc2b63eb82e · outbound

This paper cites Demir, B.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Demir, B

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.127431Z

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Observation c3b2ef9e-c3a2-4899-b89e-f6659ba907ad · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.130808Z

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Observation 4b379fa1-27d4-441e-88d0-7ca27c3fc9d6 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.134129Z

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Observation 27fd26da-ea16-4ae2-998f-76c3ec36873d · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.137260Z

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Observation a9b8f938-8e2b-4587-9289-9e24a830ed61 · outbound

This paper cites Gupta, Y.-S.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Gupta, Y.-S

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.140291Z

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Observation 4e2f7abc-bb0d-4613-895f-3de2b335bb94 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.144326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6521dae-ce46-473c-90a4-7b4a8bfb57a1 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.147882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a2a6eaf-17b9-48bc-b52e-c039252835a8 · outbound

This paper cites Li and W.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Li and W

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.151022Z

Source-reported events for the cited work

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Observation ad3505fd-8151-4c2d-a7d0-987ca5053227 · outbound

This paper cites Basak, S.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Basak, S

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.154249Z

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Observation 608af890-6170-407e-8230-562105c2d294 · outbound

This paper cites Cheng, M.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Cheng, M

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.157554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c3d0dc-dea9-4a93-b00f-63fa63441067 · outbound

This paper cites Lin, Z.-G.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Lin, Z.-G

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.160822Z

Source-reported events for the cited work

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Observation d28445c0-df7b-46c3-88f5-cbbe74f2bb8d · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.164303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 115503a4-7861-4c37-b22a-552c7190ea0d · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.168062Z

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Observation af48c296-9a76-4654-be1d-b1b0e5752f51 · outbound

This paper cites How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.171740Z

Source-reported events for the cited work

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Observation 44fa4744-60a7-4df2-ab71-72f17dd4d8cc · outbound

This paper cites How Robust is Google's Bard to Adversarial Image Attacks?.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models How Robust is Google's Bard to Adversarial Image Attacks?

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.175083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9143fb99-dd51-4d3b-ab59-fb7d3e2049b9 · outbound

This paper cites Herrera, M.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Herrera, M

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.178357Z

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Observation 18d5075e-62fb-41bd-9003-5c66318084b9 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.181956Z

Source-reported events for the cited work

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Observation 85f8ec42-9a51-4a90-ae69-8a191c8fb914 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.185535Z

Source-reported events for the cited work

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Observation 91e6d60b-0172-4666-a8bd-65c4f581a5c0 · outbound

This paper cites an unresolved cited work.

Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:18.188583Z

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Pith citing papers

No inbound Pith citation observations are available.