Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:56:15.086074Z
Paper Citation Record · LEDGER
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs
As of 10 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2506.01064.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
64 of 64 outbound references displayed
- verified exact1
- verified fuzzy2
- unresolved61
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation fdf0cb58-dde8-4e2a-9c13-a456821d0294 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.825054Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a19252c6-b81a-4bee-af31-47ce21d1f0a1 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:16.001520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d3f3192e-881b-4d9d-aeda-45057df1864b · outbound
This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.838528Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31c499a4-688e-40fa-af23-13d9de7ce868 · outbound
This paper cites Qwen2.5-VL Technical Report.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Qwen2.5-VL Technical Report
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.843267Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88f2e9ea-abe3-40e7-ab2e-e0e0dc205f60 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.986554Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 05c21885-8d65-4397-be80-9e4c1c134b89 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.851411Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf8290ae-a8d5-4a1f-ba5b-cd8109e8f161 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.855752Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4695662-ca44-42ee-8ca1-b3d4dba50c69 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.859743Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cc9ea1a-8b45-428a-986d-e2f3a057956b · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.943772Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 702b37be-89d2-49ba-9daf-195ec4424039 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.929113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 00aca3d1-bf64-4985-b5c6-dc57613d5661 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.874318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e7ad6ba-b1f1-4374-a8bb-4d09bf703ec4 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.879515Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dad2463-c6ab-43f4-9408-1b83043da001 · outbound
This paper cites How Robust is Google's Bard to Adversarial Image Attacks?.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs How Robust is Google's Bard to Adversarial Image Attacks?
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.883612Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77ee1c15-42e2-46ea-ab1d-87294d506bb8 · outbound
This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.887960Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d4fa9da-4b26-4f33-9c83-94d48b7d8419 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.895600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f9b491db-9180-4df9-bd63-190aa51c00de · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.880005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cd537f8c-40c7-43b8-b9e7-c7314144c7ae · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.865548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9aa972e8-2d92-4086-9a63-f3bb07d17f94 · outbound
This paper cites Explaining and Harnessing Adversarial Examples.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Explaining and Harnessing Adversarial Examples
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.904397Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69c33065-0cf9-4ba4-8f65-20d39e6551c4 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.908460Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc246104-f75b-4c11-bbc8-f5a7c7c67988 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.831887Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 49c70dbe-f806-4e40-9aaf-36eab7ee6586 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.920251Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d78bd598-df1e-4d8a-892a-403db95f6d17 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.807075Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 30e746b2-6d63-4085-af9a-a7a4f4098272 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.791637Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6d3e7555-fd5b-442f-ac2e-04e22c7d42c3 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.777045Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2c91423e-24d9-4db4-bd72-5e1f5d6f1b70 · outbound
This paper cites Krizhevsky and G.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Krizhevsky and G
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.936646Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16c7abf6-27e4-486e-8ce8-9ced29626197 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.940691Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfe4da9e-061f-4f44-9587-6f77b4ac5206 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.944583Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fb282ec-aef9-4cc8-9396-e252390f3be7 · outbound
This paper cites A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.948476Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51d106fa-d166-4963-9d53-652de80ed16c · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.952611Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2097a79d-d769-4ebc-9d40-481e73804d33 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.956448Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33299257-4b0c-4c20-b3c1-366d04b4541b · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.716891Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cb0c3c92-d813-4df2-8158-f9e21311d1ea · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.964135Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9b6a794-2c97-4b11-b4c6-497f0fa6071e · outbound
This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Towards Deep Learning Models Resistant to Adversarial Attacks
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.967942Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4255084e-4a72-45f4-bc6e-770e6b6c45fe · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.693497Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f2396ee9-c915-4d0a-a58a-0f9c9e61fa65 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.676923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 19164dbd-ca58-4268-a4fb-f639c7c73fa3 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.983471Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 978e155f-a524-46d2-885f-1b04d0439fc3 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.637799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f4bc09b6-4dfb-4be9-8749-3e9ee80beb02 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.622842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4a6e58af-0d72-4736-a5c1-573e92a6f4f6 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.994747Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dc75d72-0f11-49d1-866f-586263a125d2 · outbound
This paper cites Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.998714Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d130f7c-440f-492b-b240-ba35b7f7a445 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.598791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 20ac3198-9576-4a95-8749-57cc0e53241f · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.013133Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5d9de4d-613e-47b3-ba6a-6797f68733f2 · outbound
This paper cites LLaMA: Open and Efficient Foundation Language Models.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs LLaMA: Open and Efficient Foundation Language Models
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.017309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feb322b3-7fc9-4c63-b36e-b7d2ece78cd2 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.021814Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cecb685-a4e8-4b84-9607-3517ab1b2cc8 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.547663Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e66b715e-ae7a-457f-9f63-81af4178ea4a · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.029933Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b8e02a5-4e40-45c9-8acc-495210ccc7e4 · outbound
This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.034063Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7b53e8d-540c-4b86-b3a9-c8177fa0a58c · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.037978Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b9be0c0-acad-45c8-b12d-1d155d3f1edd · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.508897Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6268a015-3cff-4d31-90ee-6160e0781580 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.045708Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f121364b-8545-4857-b75d-c1c44f47fcd4 · outbound
This paper cites OPT: Open Pre-trained Transformer Language Models.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs OPT: Open Pre-trained Transformer Language Models
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.049551Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c95b1289-2516-4029-ae5d-c553c438bb72 · outbound
This paper cites The Blind Men and the Elephant.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs The Blind Men and the Elephant
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:15.484214Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6c00e89e-4327-4c27-bc8c-e516cb1c24d2 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.470500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ac231630-a89b-4179-b433-8c25d41cd2e3 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.456567Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ca405898-fb9b-4d10-be6a-bc60fadf4b13 · outbound
This paper cites DHCP: Detecting Hallucinations by Cross-modal Attention Pattern in Large Vision-Language Models.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs DHCP: Detecting Hallucinations by Cross-modal Attention Pattern in Large Vision-Language Models
Reference 55
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bbfd52a-2870-4ac1-a54c-f76a00e42754 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 56
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:56:15.244889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e8cca70e-3c33-4bd7-a0a0-a8de4135a7a1 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.442834Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8e6034c7-9adb-4485-837d-09c6dbc23ecd · outbound
This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models
Reference 58
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90408bd0-2776-4065-a875-351d98203bc2 · outbound
This paper cites Connector-S: A Survey of Connectors in Multi-modal Large Language Models.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Connector-S: A Survey of Connectors in Multi-modal Large Language Models
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.081976Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38e52afe-a759-4aeb-8e75-54d06c31aed3 · outbound
This paper cites MoVA: Adapting Mixture of Vision Experts to Multimodal Context.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs MoVA: Adapting Mixture of Vision Experts to Multimodal Context
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:15.086074Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9417614-15e5-4458-a884-efd5689e0746 · outbound
This paper cites InProceedings of the IEEE conference on computer vision and pattern recognition.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs InProceedings of the IEEE conference on computer vision and pattern recognition
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.912516Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5271004a-f5b5-4030-9d77-d0d79d67ac40 · outbound
This paper cites InInternational Conference on Learning Represen- tations.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs InInternational Conference on Learning Represen- tations
Reference 2018
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:15.584226Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7eecd3dc-4895-4ade-82a6-ace19af9664a · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 2019
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:56:15.662383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a7a2b285-7e1c-4945-bb0c-329be3720b18 · outbound
This paper cites an unresolved cited work.
Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs Unresolved cited work
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:14.830097Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.