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Paper Citation Record · LEDGER

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection

As of 7 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2508.09475.

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

pith.paper-citation-record.v1
2508.09475 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:07:50.316971Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

64 of 64 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved62
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69df3c1d-551f-4c17-b378-9e58d89efcae · outbound

This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Large Scale GAN Training for High Fidelity Natural Image Synthesis

Reference 1

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unresolved
no resolver link, observed 2026-08-05T21:07:44.487446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:44.487446Z digest=sha256:ab993e62c71d1e26f7d454e7cbcd05aa65ea509e3f9eda2de97c70f56c5db408

Observation 20c5b290-7029-45fe-9db1-f96e1b7d828d · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 2

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.231423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.553099Z digest=sha256:4c2f687384a4357aab22dc1c7fd523b16d66f9777c3844d1b059b5af5810434c

Observation a31f30b6-7e34-4a25-b196-780e15f77c1c · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 3

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.217319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.662555Z digest=sha256:8b092334cadcf2ae7da5a24b87011259fb62d1b44b146a3fe5e6e15e75425b6d

Observation fe7d0482-beed-4038-a692-c353ac1e418f · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 4

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.201918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.736271Z digest=sha256:e0a75700a77245dff83c759471c835160da6a1927ce0e56c53bb623174a5e5b0

Observation c6287bb2-1527-4d1d-9a08-f7f356479f29 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 5

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.187480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.838608Z digest=sha256:39b49f9143dd3c391e83fb0efeedae5eff0c6309675e27ea98876504903775a5

Observation 8f4948e0-e9d1-4371-97fb-badd64f85fc5 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 6

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.172729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.941389Z digest=sha256:f355051443a18255189e8a6f987083f4a2482cd38b57f957241e79d1edabbd27

Observation ffe826cc-e64c-4fad-9895-8b233c0c730b · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 7

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unresolved
no resolver link, observed 2026-08-05T21:07:45.083313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:45.083313Z digest=sha256:770f62be13e6b7d1c152f4704134a54ee666dae20277f332587af527c5ab4dbb

Observation ebf1e32f-c638-4240-aaab-8e9e8f85b396 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 8

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unresolved
no resolver link, observed 2026-08-05T21:07:45.184079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:45.184079Z digest=sha256:46bbbc0a603c36d6fc014ec9700ece18eb4ad61ff1a7c795b28452691cf9a14e

Observation 33dac3ac-b83b-4d28-8e87-699d111e97de · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 9

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raw_fallback, observed 2026-08-05T21:07:51.136934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.246729Z digest=sha256:3e2823eabbcf98b6f1530006b3611766fe0849c1b3277f2ffb76b380b3315a18

Observation 5fd87799-d224-4719-aa95-d7003e891413 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 10

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unresolved
no resolver link, observed 2026-08-05T21:07:45.305516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:45.305516Z digest=sha256:0107a273d65300cd535f0ae17e5b5404364445698be8ed83339e7da2ede9c254

Observation f28aa51e-c7cd-48e5-bacc-a526e40261a5 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 11

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.112236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.411616Z digest=sha256:8bd8141063033428a51595932f55a5524da237bb1a4e7f5f4205b7bc921ee883

Observation 0ca53ecf-3358-4da9-a517-5a46f96a0b3c · outbound

This paper cites J.; Pouget-Abadie, J.; Mirza, M.; Xu, B.; Warde-Farley, D.; Ozair, S.; Courville, A.; and Bengio, Y.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection J.; Pouget-Abadie, J.; Mirza, M.; Xu, B.; Warde-Farley, D.; Ozair, S.; Courville, A.; and Bengio, Y

Reference 12

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unresolved
no resolver link, observed 2026-08-05T21:07:45.509117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:45.509117Z digest=sha256:08364cf14998b90414dd553cf47fb86afd326837201bff2d905151ffad01b660

Observation a9ab68bf-3a25-4c36-b77c-c0c827c533e9 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 13

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.086697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.625321Z digest=sha256:d4ac8d3f522ad115f909f99585f2f33b40c1991ea454774f38a39d34ec3f264b

Observation a4eed56f-7f98-49e2-8d90-eacb22b6ebda · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 14

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.071497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.710375Z digest=sha256:8f18501c87346daf141a5e63e51eb4f3d62858054893431b2c2a3f1705ac4e8b

Observation 62be13f0-2992-435b-a604-a708a7229993 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 15

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unresolved
no resolver link, observed 2026-08-05T21:07:45.804074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:45.804074Z digest=sha256:43ab0c3da14d17327b5c0513433a077b14cda08ab8cdfcbc0ea10f86284d29e1

Observation 0e9ec59f-ae84-4e74-b4cc-b2d3b9feacdf · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-05T21:07:45.858453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:45.858453Z digest=sha256:cf25ee27f6aa4c1292f44042de2e4807e81809647b771321c6f83a39b0afd5c0

Observation aae087a3-5f87-4237-a80a-dda65830d2f3 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 17

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unresolved
no resolver link, observed 2026-08-05T21:07:45.947083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:45.947083Z digest=sha256:e844eaed136350bbea2d2b3f308811757315bf4111906759683bdc74f8b64de9

Observation c9257fc5-45f9-4761-92bb-1f3906de130c · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 18

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unresolved
no resolver link, observed 2026-08-05T21:07:46.049110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:46.049110Z digest=sha256:d2140e81002a1fc2f65e7ce58fe90ae4121b6ac4b2f45eaf032afa29f1e1cbc5

Observation fe503706-041f-4d3f-bdb4-c8a251ac49bc · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Adam: A Method for Stochastic Optimization

Reference 19

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unresolved
no resolver link, observed 2026-08-05T21:07:46.172158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:46.172158Z digest=sha256:a400427a91893d3eee9dd425477cb05743e21e121b744939e36ae077dc903b39

Observation 7fecf414-f7cb-4b7b-93f6-a572a5e64f33 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 20

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.024394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.286461Z digest=sha256:17468b74dbf738d0b932e818e7d835dba526f57c91787c675d695841c79cc089

Observation b716110f-3ecb-45e4-bb09-178c5b20a76e · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 21

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unresolved
raw_fallback, observed 2026-08-05T21:07:51.008779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.415699Z digest=sha256:7a39f120dc69450e4ac4060ba6a661426b3382f686411bc207aa6398ee3455de

Observation af4d1ab6-71b1-4ba6-8657-854d87e4739d · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 22

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unresolved
no resolver link, observed 2026-08-05T21:07:46.510237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:46.510237Z digest=sha256:1227101604d5d38b30f45329c5be83ccadfca07668aa6b94a252039ecf26b8f2

Observation 23f51327-7a2a-4a9c-971a-790f043661a0 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 23

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unresolved
raw_fallback, observed 2026-08-05T21:07:50.982574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.609485Z digest=sha256:bd6c9c5d312d415fb22795f2ede7ed2fdc5f2ec628e70ede048cde98c612ec05

Observation 88187254-89a7-48dc-9d58-128593f88ccc · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 24

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unresolved
raw_fallback, observed 2026-08-05T21:07:50.968230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.735948Z digest=sha256:8f71efb1223c2c322e1ddc9c008509a10e0d7093117466f4369dde846ac7ada3

Observation 95e3afc6-c5bd-44ed-b925-f5fc971a1798 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 25

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unresolved
raw_fallback, observed 2026-08-05T21:07:50.952934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.823945Z digest=sha256:ad41a6e3c40d7aa3ef92bcbbc1a0f6094f9c029d9bec00e970f75765ba23ff98

Observation 22abfa17-60f8-428b-9e1f-0e13c5c8a984 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 26

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raw_fallback, observed 2026-08-05T21:07:50.937450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.947139Z digest=sha256:e230dc95ab2adcdce68ed6c3d28731c3f1f3456bcdc856cccb898399d00f45ab

Observation a6055a90-6b0b-4575-a86a-ae13c42e891e · outbound

This paper cites IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer

Reference 27

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unresolved
no resolver link, observed 2026-08-05T21:07:47.053437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:47.053437Z digest=sha256:e605830e1052aeb4d38543319e9c54c42187dbf1781960258437bc4af560485a

Observation 9757fda9-9140-4cef-9de5-90d439e240e4 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.922175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.172678Z digest=sha256:fe0e16d80d99be741072071528464dc768356f6eba943d0db392064e605c2e7b

Observation 6a9a5a26-b3c4-4f1b-8648-dbf9c491307c · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 29

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unresolved
raw_fallback, observed 2026-08-05T21:07:50.904428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.273011Z digest=sha256:134d7ee7bc4519257bf6e2e139afd97f49f284818363b900c0bdea73b20659a4

Observation 9739bf74-98ba-49fa-8375-347c04696317 · outbound

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

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 30

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unresolved
no resolver link, observed 2026-08-05T21:07:47.404908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:47.404908Z digest=sha256:945808a124600820a086cb39bda3eff6d66c3415240b781a934bd609206fec33

Observation 1ab3d0b2-6ae6-4320-a32a-3d973c348c77 · outbound

This paper cites Q.; and Dhariwal, P.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Q.; and Dhariwal, P

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:50.889583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.528540Z digest=sha256:45530409b33be05d5d8ab10d7564b85413fae92080432c84b5cd05bf9e09e709

Observation a205ddd1-52b9-4bcf-8a77-b8df785fd162 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 32

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unresolved
raw_fallback, observed 2026-08-05T21:07:50.874913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.644135Z digest=sha256:ac0176acd6cca2e4559f1c8f9de30f498ffd05c9335a001946df85416bc0c55a

Observation 7fd57dc2-4e24-435f-9336-629923992ab0 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.860449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.781308Z digest=sha256:70f099917f181f3da3f5929496cc18611c7cb520927a6e18e646d2f916c33fe9

Observation cac490cb-eec6-4564-874b-b582eae7cb05 · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 34

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unresolved
no resolver link, observed 2026-08-05T21:07:47.878541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:47.878541Z digest=sha256:58d3c122851aa539322679ec0f99f12beb523a26576a4de2a4bfc265bdc1b8da

Observation 5412f81a-d7bf-46b0-99f3-53853922ffe5 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.846162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.936624Z digest=sha256:aa9e533ea125e6f2474b54a8a152180ec9add1a3b38b810fd3a1253361048fa4

Observation 627a1510-5e77-45d5-bbc6-fd149fa07add · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 36

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unresolved
no resolver link, observed 2026-08-05T21:07:47.975189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:47.975189Z digest=sha256:88e77ccd98b306da3058fa39408e570696abb25496ec7cd5afad6f7a57379ab1

Observation 2a621a75-55ba-4277-a678-1c750a77996e · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:48.020594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:48.020594Z digest=sha256:1e9bcef13037377a626c74994a419143242d7340e148879b2e5d4caaa118160a

Observation b9b1c2e8-b7bb-4339-9304-900e780068dd · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.812967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.110447Z digest=sha256:a5a3028cc47993239c445a6dfa3412e876993ecf23335c2e7e081c435677871a

Observation b59c6b75-fcfc-4ddc-93d6-b73e86d66ba1 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.799157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.188625Z digest=sha256:08c189b7eb471c95badf018b31632eae4b85e5b63921c3ed21c8c0b46415f1d9

Observation 0caeb896-f8a3-4ac0-9e8e-3b147de3314a · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.785586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.247081Z digest=sha256:cb2cc19c1b7a7e037fae8a0793a991d33d45dee0ad0cab6c2693add2be789ded

Observation 9bd6b7bb-e7d1-4f01-b219-413c9a07b4f6 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:48.318412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:48.318412Z digest=sha256:5edb8a32426048f333ffe41d5d0afd0060b291e16e348f6960d701f3d271267a

Observation 6389aabf-12d2-4600-970a-6631c87b406e · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.759471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.391851Z digest=sha256:76295d267a4842ef4fc907aab27c5d24469ee39aac9ce43919c285d843e074d1

Observation be31996e-3f84-4c2b-a535-bece9c3dab48 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.746376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.456910Z digest=sha256:c7f35f99aa3d8fa75cb20c4b3c5dec47f34db59b32a47a776ed63c4c3f1bbc80

Observation ff81ab12-9dd3-4cbd-a843-3f82acfd4d9e · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.731437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.489104Z digest=sha256:a8bf8360e774c1ad4bfb3ceff45cb2a1522fbae2c3bdcbe718d9cb511073e2bf

Observation a470c0af-4ac1-466b-9b49-a47320f7d720 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.717667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.570243Z digest=sha256:ecadbb544f610cfd4541cf047484fb08a521cd82bfb3ea94895a9d8f07149281

Observation 28bc2495-8eb1-473e-b8fd-211071d963c7 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.702155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.705458Z digest=sha256:aa69fc67506df339238c7331f71b9be26edea5a077f893e3aa7508092c0138de

Observation 9011f52e-9e73-420b-8665-477314d303d5 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.686737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.781303Z digest=sha256:187aaceba46e4037c35abec4bb3d11ba1dbb5222115e3a40a2a900fc305a0443

Observation a9b19508-35af-46bc-83d4-d347aa61351b · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.673043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.876743Z digest=sha256:4526bbd7aa3fc16dd0a3829fba8b3d8984f4d034bf8356f72decdc2ed006966d

Observation 0bff7ad3-2348-46ff-8f69-367a6da13ee0 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.657661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.963009Z digest=sha256:9335c7ed6a7a081e3a1fa7cd2a19c08338c0d6164eb620a42187328f82dd01f9

Observation 56660b6d-11ae-430b-a103-fef4aa1599e9 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.642625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.076985Z digest=sha256:5ce34f4c21dfdbb536e33159c7074207e47531913e2a380e713eee5d4205edaf

Observation de8c9e98-5f3e-4f46-bdb7-48370e7225c7 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.627572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.155278Z digest=sha256:a2c084d249afe31661e062dfe16316a012fa0f2dc924800d1b8e4ecd268345cf

Observation 96864cc3-3cf7-4bdc-b08a-1ea2c1001ac6 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.611935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.235344Z digest=sha256:abe49d162950dbf49f379e311271ab69fe83b10cfc9fd1807ebdb1c9279d787b

Observation be23f9dd-8f18-4b2a-91c1-2196efa71db7 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.597574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.307080Z digest=sha256:ae343760f5625cdad37f81d189476d4d14f904b27a1b6ac3c883ed15fbaa7f5d

Observation e4bd0a50-8af4-48ee-8896-1e0c2e05786a · outbound

This paper cites Few-Shot Learner Generalizes Across AI-Generated Image Detection.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Few-Shot Learner Generalizes Across AI-Generated Image Detection

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:49.378649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:49.378649Z digest=sha256:4c1d51823833dcc4a5e2961163d0de28249e5941171417f0579dedf0b5abffe9

Observation f204ce01-ccd2-411e-a72f-17fc20bb2847 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.583470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.525074Z digest=sha256:0e449f33e0cac813b8302f7f48cef9483e4076c029335e12996a91dbf895eac8

Observation 256ca28e-fcec-4344-ae71-46c64676547e · outbound

This paper cites A Sanity Check for AI-generated Image Detection.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection A Sanity Check for AI-generated Image Detection

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:49.675008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:49.675008Z digest=sha256:a12ac9e92dd54f138e025ea439ffd29c203b50ddc5bdc5e91fba905b63200a34

Observation 57181793-ce32-42ba-9bd4-7f19a68e45a5 · outbound

This paper cites Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:49.811585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:49.811585Z digest=sha256:71d175da8428c02bd26e4e2a07c663f106542ce1405b42818fd635b07f02dfa8

Observation c65c66e3-5991-4d36-b217-c8dd8c43cd72 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.569642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.930607Z digest=sha256:cecd718d6236eb3b7baa0d4830f41c6cabd6341475ee36e2685999fc90554361

Observation 78347af8-7e93-4b06-97e8-2779a3ccde8e · outbound

This paper cites Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:50.093156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:50.093156Z digest=sha256:bb636d43bd2f28f70bac70dd5c315d4f05641adf8198021053869abb723cb096

Observation 4d70bda9-180d-4350-8e07-ea30ca79efc3 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:50.555891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:50.132868Z digest=sha256:fdd8ddce3fdec3efd222d47ceb782f96d7dc43d32f451d4ee600c86ce1806fd5

Observation b8426d41-0822-4555-bc6b-667be267f847 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:50.188189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:50.188189Z digest=sha256:b023b3c182580e4aa2ef2d5f6021168db6f5ab84ad5395d7d55861a00067f753

Observation 20b66a65-ad34-42a7-9e00-a75d7cca65d9 · outbound

This paper cites an unresolved cited work.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:50.263835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:50.263835Z digest=sha256:933f3d01305d2ebf72789d8f4ba96ea67f3f7ae4a1ecf6ac0b654487b8d68dff

Observation 87603973-caf4-4149-ae08-b0c632670afc · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection , " * write output.state after.block = add.period write newline

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:50.268460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:07:50.268460Z digest=sha256:c908407672bd2f8c901ea84bdbd2656863b0951bcf73f9e41239e37af2b8a539

Observation ad997319-5051-4859-8090-26e52003374d · outbound

This paper cites write newline.

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection write newline

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:50.511642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T21:07:50.316971Z digest=sha256:70e421d7ba0514f0b772d5407e25594658324f87451104c0d6a407f83cbbd28f

Pith citing papers

No inbound Pith citation observations are available.