Paper Citation Record · LEDGER

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities

As of 9 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2502.07905.

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

pith.paper-citation-record.v1
2502.07905 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:32:42.940295Z

measured 39 of 39 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 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

39 of 39 outbound references displayed

verified exact2
verified fuzzy8
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6dce3f4b-c051-43df-82ce-ee2ce6001388 · outbound

This paper cites GPT-4 Technical Report.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.753489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d334d108-d1c5-44de-83b7-584781d5b95b · outbound

This paper cites Advances in neural information processing systems35, 23716– 23736 (2022).

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Advances in neural information processing systems35, 23716– 23736 (2022)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.759363Z

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Observation f807df82-1591-4e2e-804d-29aee6aa0bc7 · outbound

This paper cites In: Proceedings of the IEEE international confer- ence on computer vision.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities In: Proceedings of the IEEE international confer- ence on computer vision

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.764335Z

Source-reported events for the cited work

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Observation bb86bd3d-68a7-4f63-9cf4-88e0a4273ff9 · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.769093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a11ee7-a7e6-42bd-9c2e-8dad5082d41d · outbound

This paper cites Modality Dropout for Multimodal Device Directed Speech Detection using Verbal and Non-Verbal Features.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Modality Dropout for Multimodal Device Directed Speech Detection using Verbal and Non-Verbal Features

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.774601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e15c526-9f05-4b95-ac36-832e14b2ea93 · outbound

This paper cites https://cdn.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities https://cdn

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.780005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edf30128-6928-4d05-9254-ea481c60541d · outbound

This paper cites Audio Adversarial Examples: Targeted Attacks on Speech-to-Text.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Audio Adversarial Examples: Targeted Attacks on Speech-to-Text

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.785465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb9f3c42-522a-46ba-92d0-77333ae398ee · outbound

This paper cites Adversarial Attacks on Large Language Models Using Regularized Relaxation.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Adversarial Attacks on Large Language Models Using Regularized Relaxation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.790731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c78030-ea62-47be-af4e-a6dd93b9e48b · outbound

This paper cites CAAI Transactions on Intelligence Technology 6(1), 25–45 (2021).

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities CAAI Transactions on Intelligence Technology 6(1), 25–45 (2021)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.531213Z

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.

Observation 3ff94c27-97f4-4f35-b8e8-61dce6746f7f · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.800537Z

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Unavailable: canonical work link unavailable.

Observation a9ebafb6-8d24-4bf2-ba96-fa1ca5980a2f · outbound

This paper cites Certified Adversarial Robustness via Randomized Smoothing.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Certified Adversarial Robustness via Randomized Smoothing

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.805599Z

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Observation e7cfe3da-a2c0-46b3-ba20-115eff8adbb7 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.810500Z

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Unavailable: canonical work link unavailable.

Observation 75dfc424-b452-4650-a534-915cb2bffd43 · outbound

This paper cites PaLM-E: An Embodied Multimodal Language Model.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities PaLM-E: An Embodied Multimodal Language Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.815468Z

Source-reported events for the cited work

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Observation 80e4d21c-b8f0-49df-b852-c0c41e07a8e5 · outbound

This paper cites The Llama 3 Herd of Models.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities The Llama 3 Herd of Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.820461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b2f6665-1c8f-4789-b083-31433277cc16 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Explaining and Harnessing Adversarial Examples

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.825372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57f57cc8-e628-444e-b2dd-fa619303a787 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.830554Z

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Unavailable: canonical work link unavailable.

Observation ba7d8b8f-5ee3-406a-9c61-a6431f2ded4b · outbound

This paper cites Mechanistic Understandings of Representation Vulnerabilities and Engineering Robust Vision Transformers.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Mechanistic Understandings of Representation Vulnerabilities and Engineering Robust Vision Transformers

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.835672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 274f70de-9bc2-4814-adf5-5c2f140bf01f · outbound

This paper cites Malicious Path Manipulations via Exploitation of Representation Vulnerabilities of Vision-Language Navigation Systems.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Malicious Path Manipulations via Exploitation of Representation Vulnerabilities of Vision-Language Navigation Systems

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-08T11:32:43.148899Z

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.

Observation d2d43f3c-9041-4d5d-b89f-37a5c668a3a6 · outbound

This paper cites Black-box Adversarial Attacks on Video Recognition Models.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Black-box Adversarial Attacks on Video Recognition Models

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-08T11:32:43.126119Z

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.

Observation 07ba7934-63b9-4245-a4fd-9316e7e7c712 · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.849053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 289c52f1-b481-477a-93a5-11621047bec9 · outbound

This paper cites In: Text sum- marization branches out.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities In: Text sum- marization branches out

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.853697Z

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Observation 725ba910-3c4b-4972-8408-188b404836a0 · outbound

This paper cites Advances in neural information processing systems36 (2024).

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Advances in neural information processing systems36 (2024)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.858006Z

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Unavailable: canonical work link unavailable.

Observation 07b735f0-70f8-415f-8953-c1f672108974 · outbound

This paper cites Test-Time Backdoor Attacks on Multimodal Large Language Models.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Test-Time Backdoor Attacks on Multimodal Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.862012Z

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Unavailable: canonical work link unavailable.

Observation 37028be8-aee4-4a0b-9d14-5553f57e871e · outbound

This paper cites an unresolved cited work.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-08T11:32:43.486897Z

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.

Observation fef15273-ca6b-4703-9c07-ad979743cb1c · outbound

This paper cites stat1050(9) (2017).

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities stat1050(9) (2017)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.471240Z

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.

Observation 7bfe0518-b8e1-4d49-ac50-67687df601c0 · outbound

This paper cites an unresolved cited work.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-08T11:32:43.455403Z

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

Observation e548fe02-925c-42cf-bb07-da4574d0b139 · outbound

This paper cites Universal adversarial perturbations.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Universal adversarial perturbations

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.880496Z

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Observation 7f4b832d-8453-44f8-a273-c5c5f8c6b108 · outbound

This paper cites In: 2016 IEEE European sym- posium on security and privacy (EuroS&P).

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities In: 2016 IEEE European sym- posium on security and privacy (EuroS&P)

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.439609Z

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.

Observation 2c384fe5-ba13-464a-bbf6-b9eadd197caf · outbound

This paper cites In: Proceedings of the 40th annual meeting of the Association for Computational Linguistics.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities In: Proceedings of the 40th annual meeting of the Association for Computational Linguistics

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.890257Z

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Unavailable: canonical work link unavailable.

Observation 5454ff5d-effa-4425-97cb-13a641d758d3 · outbound

This paper cites Applied Sciences9(5), 909 (2019).

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Applied Sciences9(5), 909 (2019)

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.412382Z

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.

Observation bf53c567-a31d-42ac-8f98-062bc83fc547 · outbound

This paper cites Intriguing Equivalence Structures of the Embedding Space of Vision Transformers.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Intriguing Equivalence Structures of the Embedding Space of Vision Transformers

Reference 31

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Source-reported events for the cited work

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Observation 13a42daa-42e1-4159-99bc-aa63ef46438e · outbound

This paper cites Applied Sciences 14(17), 7782 (2024).

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Applied Sciences 14(17), 7782 (2024)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.396787Z

Source-reported events for the cited work

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Observation a085cef1-b768-4993-9f94-ee96403e57d1 · outbound

This paper cites In: International Conference on Machine Learning.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities In: International Conference on Machine Learning

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.380316Z

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.

Observation fa7dc20e-3573-4ddd-984f-c93a19aeab42 · outbound

This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.915252Z

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Observation 2c31d624-3712-4f64-bc7c-72ca9ff80519 · outbound

This paper cites SVIT: Scaling up Visual Instruction Tuning.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities SVIT: Scaling up Visual Instruction Tuning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.920231Z

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Unavailable: canonical work link unavailable.

Observation 0a64df27-b4af-4de3-94c4-277122e71296 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.924876Z

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Unavailable: canonical work link unavailable.

Observation 2be752ad-efb9-4158-8102-d3eeb4bdbd69 · outbound

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

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T11:32:42.930577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0fff670-b765-4254-a953-820551bed4d1 · outbound

This paper cites Do you see any X in this image?.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Do you see any X in this image?

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.364534Z

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.

Observation c1206407-53b3-4da6-82f1-52c601fb0985 · outbound

This paper cites What color is the car?.

DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities What color is the car?

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:32:43.349104Z

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.

Pith citing papers

No inbound Pith citation observations are available.