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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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=sha256:8f85f9f84b42f12e4131ea0c51a24b1dccc10759c8d585bd5d37de613ac5da6e

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.553099Z digest=sha256:53438b4f1d1bf11019af5ab33c15550b13d8f60d9c3f1046347e2154606f5a93

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.662555Z digest=sha256:3591b083bda71d1f4e6188c3977a466048bdf355738443c38b935f4ffee355e9

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.736271Z digest=sha256:8b64dad5dd3d2a7a9f501c99c3641008378fa1fd6d289be700dc5b8bc77dcdd2

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.838608Z digest=sha256:70b7e4f4d181c0c42e916edf41f574735d88b3370cf289edb1083b97cec85e84

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:44.941389Z digest=sha256:acfed0c76cf136e456d10c38a2afb86483c78e387d0d87ed15e2a5a8d1e0dcf8

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=sha256:69d5506e13166b53e4f8983133af3762a8c8cee94150a42a0541016c8aec9492

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=sha256:8a39f68f6aa80c01dfb888e178a9502b3d76bd08574c0ce790ac11fd4e893adc

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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unresolved
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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.246729Z digest=sha256:07ecc95182fc4676f5aa4bfc26e3807a35a36fa48447699470368d9a4f4af14c

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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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=sha256:9a5a07aefd44fa3d0243e2175ab9e2c018324c599bed31246547b8c5506463da

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.411616Z digest=sha256:adf057124d451f2f1bff1d539a397cd341f4e5afde76cc1eab5428e857130f27

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=sha256:986492405876704e6287c68d7d6955147591e6486d21150b85a7969e78c93bb7

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.625321Z digest=sha256:fcd7b37f20772434735b6ab557f68c9b19a7c7d1b704a469fdb1e832a27cc999

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:45.710375Z digest=sha256:87cc1e2d3e97e4fdb855f8c97bcdd423049c092637761079a72e6842af51378f

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:b06ff7f6c3ad7bea37e4440a30668f15b13258ff25c0ac79b36133a89187a9e6

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=sha256:0b9c65bd961ef46338291449f3d93c917e5de8be00d7a88d34abb8d0af53a205

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=sha256:438f7483dd0a863d7b8f54e83cb84da667aeef108d62a32ee1fc33fa64271297

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=sha256:2a4baaa70b26b340081cfb34d10f38f570902466dba63b009dc7b1a8908cedc5

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=sha256:85e88212cf05ebe7302995b2100e619871e1d3ea97697b73175d1bb9a20367a4

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.286461Z digest=sha256:8116eec4800d4200df887553ed65f3c717b00c51887baf86199b756a2c8293e8

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.415699Z digest=sha256:d0766c5b8dac7b173047240450b2f88c1dec71188a079fe23dce45effd50ca89

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:a8a525723428abcdd00a0a65425e45273762fa7877dc73025d630698b877a4a3

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.609485Z digest=sha256:96959e466f1fdb0f65721d8009fab2e47f5545307941caf404d636d5a0320345

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

Resolution
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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.735948Z digest=sha256:2555b9b0bb1db4a260937338af3749b959acbd4f8bf0923d5c23f08c3d915ce4

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.823945Z digest=sha256:a7f75ff07f46e2b868944810c2586aa639a83da71265a28280b9db12b7acd1d2

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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unresolved
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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:46.947139Z digest=sha256:ed4550651610d43eb44cc6e0a47a5f62b92c35306d86dc3322c1215890853ca6

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=sha256:052e83cf7e8e6382b223160b5d6b2f288e22c12b10d6e734e3a9a81145207092

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.172678Z digest=sha256:e11a29cb41618fd0ca4f81b3379357720f80e1c2bc4823cc6976f113c4ba4b74

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.273011Z digest=sha256:3efd8dc77583101a22190919556b3ed9f9b6d6bca80b34042726fa83c153a300

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=sha256:51f73e86ee87517005421ed088a3970c20f7025b76fb8f1395ae4372c37ea07d

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.528540Z digest=sha256:08a88e0ddf6cb0e46ff098268ab127d337c3937ea3b77ba022366296d315befb

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.644135Z digest=sha256:61758c4fe2f47483019f49a763cc2d7748bd7950c1cff0e4a3ded8e5369a0103

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.781308Z digest=sha256:d560e960c8a04eb48bee7cd1c9244af425f9d315634e87ecdc9a73a0fb9c444a

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

Resolution
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:edf277524699480d880f215ad332ea3373679950ba913b457a7d37dda9390740

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:47.936624Z digest=sha256:51d772eb96f9c818661c4f953cb41fce6f2f03f84a561e4f6248a741b44a20e2

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=sha256:4953b81aaf79503a5012ddfeda2328ddcc4011d253be6af183034c97cc14fa76

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:b44714a5e96aee60d47ca02a940b9423743dcf7e6b46cc6cbccf16f205703666

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.110447Z digest=sha256:cf686e06bd4a5c5a986a823eede717492169ec84d5caf682a46ecc23c6eb7154

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.188625Z digest=sha256:ffb41d8e7c4676526428611151989d244101ee4da2058e335858df8174004482

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.247081Z digest=sha256:3bc901767aa27e65770ecd21640ca2ba161f4b065a08c862cd546ec6d74d259c

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=sha256:4e6e39a3de8710a1e79f163ea626d2cbb2fafa4b692c5d734c2d1bfcfcfc00fd

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.391851Z digest=sha256:2235349bd45dc758028b2859aafa443abfd38c0c12f48e48128124f4aee30fc2

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.456910Z digest=sha256:a553e2cd2baeb6f18038a592627d82530d763cef3b3377f724fd4ca14dad270a

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.489104Z digest=sha256:2fb0deb10381651e78f76dc0f60ce51ef0f4f9ab5e3d4a01a5e8c4ff131b3e00

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.570243Z digest=sha256:c6c82bde23e342bcc2096023aaa2b254956765bba67fca996d7d9eca1fefa291

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.705458Z digest=sha256:95342b45ec2a48182a9a6cab7494b53a553e5b544176b8e1882a67112b2bb5c3

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.781303Z digest=sha256:f6dd42b4305ffe0a7e0acc5cc1aa34569bb0083834d2b3c9da71e3feff51e96c

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.876743Z digest=sha256:4e8999378c12b6af30881be2d8f8e8aeddb8378371200074ce016f2c2ba140fe

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:48.963009Z digest=sha256:2df438f491e99490c5a561f22123ec033cb870de6d57b569666f179f9bc6ba4f

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.076985Z digest=sha256:6cebbf8da56dc38c2c3b9a5cf92b00d13ed692e4bbea1713ce2562120439a2a5

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.155278Z digest=sha256:289d0d6c7b38a40f8520f23a822e11a30b606e1533e106c98e2656c199648e59

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.235344Z digest=sha256:aba13776d1d6f2da571780d747e5ec3d39506562003d1eee473b5d86a3d627cf

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.307080Z digest=sha256:b2afaa96955809a4c5c5939646f75822d3db5ec4444a0b9b0c0dfa4a7b5319c8

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=sha256:246d86efa2c6d9e1fa13d8e9108bd0b5707c56071c18bb57396116a2b531b420

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.525074Z digest=sha256:9db7d0354d7e1284e81ade440c2a96c0681ecf6a96c10600f1899c5accd985f2

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:aa9c2dffffef86c77df228f34883d5516a2e7ac75b63861cfc141345fa609529

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:ad1aaa72cc4b6244c894ee1a2cecdd8bbab23a35177a5319ae473a206484d366

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:49.930607Z digest=sha256:258a410225cee8eeee6b667e86a22b42ab37ba6d4732c54593cedc291993d665

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=sha256:7b392229d3e97b305baf4456dce1f7afd4d15f2a7b241044affb663fbe8a1149

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:50.132868Z digest=sha256:317ab4bf3e838ae557a45d8d8d2f04ad8cd4f290c0a7dd304c4ffcea1fc442b8

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=sha256:7d7825a17c0d491581c905215de8c63cd7bfd969c13f1d7a8f76cb9ca6b56245

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=sha256:0e57251e4b6f4d8ba906085eec7f03dc6eb3bb6cbeb2baf05fbb1c07bc4eff8b

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:d97e8472f48c0c1a141eb01ac21ee9baf1c050a68e6d921bf07a46ff85c9b981

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 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-05T21:07:50.316971Z digest=sha256:3ccd5a1c597347790a04a3126dfdb1cfbfeb9de0a83a103e3689a39f2a7c7881

Pith citing papers

No inbound Pith citation observations are available.