Paper Citation Record · LEDGER

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer

As of 18 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2412.14598.

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

pith.paper-citation-record.v1
2412.14598 v2

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:08:08.281345Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:34:11.309361Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T14:34:12.063010Z

Reference resolution

44 of 44 outbound references displayed

verified exact1
verified fuzzy3
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 90ad3214-e05e-498d-b8d6-f5600dba0030 · outbound

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

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.103511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e5bb11b-eaf2-4f48-93b6-a4d4d4fc3002 · outbound

This paper cites write newline.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.108809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a159e844-e00c-407f-99a8-79321c2b0892 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.113161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b9ae8b9-9086-4574-aa93-680717c2df64 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.770585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b38ebbd9-eb1c-4820-9459-f665e0fd4347 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.121958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b02f6fa5-427d-4d8f-be93-225e279c1034 · outbound

This paper cites Generating Long Sequences with Sparse Transformers.

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.126210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fb837fc-838a-43ee-9ea8-d2be501a5d20 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.746886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b804e6e6-e9fd-4350-8939-29234c0e4acc · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.734337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c9d7e0de-3026-499e-b4ac-e443561a974a · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.722675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b8c8cd8-36e3-4e56-bada-1037acd32b02 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.144243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a5ebc5-b015-4803-b4aa-808befb0df72 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.701764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a5ef27da-5bbd-4938-9c73-863f34431d98 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.151965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e13b6db-66c0-4eda-8da4-4f21b075a789 · outbound

This paper cites N.; Delgado, A.; Zhou, D.; Kheyrkhah, T.; Smith, J.; and Fiscus, J.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer N.; Delgado, A.; Zhou, D.; Kheyrkhah, T.; Smith, J.; and Fiscus, J

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.155811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4608cb38-6894-4899-ad14-3c9d214e0e36 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.678642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5242813e-26a6-44a6-ae24-fd13b7765b37 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.163508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbb8f74e-4615-4f29-8760-f9e673e1aea6 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.655400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2d66a145-d79c-46c3-81c8-9cf33b70f5e7 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.172312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78365665-203e-4046-afb9-f94bcc24f018 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.176182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6fd7d9-45dc-4196-88fb-43ca0e9df139 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.179949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded1af7f-c7f9-4ea4-8d9b-0238fa04a669 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.615151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0a86782c-3e6d-4d1e-a033-827eae8eda33 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.187925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e16ef8f4-080f-49ad-b34c-68816e048c07 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.191558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ece2ecc-555a-435f-b8d5-c037318d6bf7 · outbound

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

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.194963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63c94143-c144-4f25-bc44-0613e9d6d49c · outbound

This paper cites IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-11T12:08:08.363645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eee7e6a2-edad-4a3e-aa11-7b3a0c2a207c · outbound

This paper cites L.; and Pic, M.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer L.; and Pic, M

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:08:08.582525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4bd10bf0-0ae0-4b16-83bd-4ddad0b32cfe · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.568280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f57067e4-4297-4a1e-a1a2-ea39b60ce551 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.210707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e9ff88-fb8d-4a38-91ba-ab76837eafe9 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.215477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de85d2f8-bb9d-4fbf-bf81-9986b5e3c910 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.219681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4f0a70b-5cd3-49b7-8f22-e0783474dafe · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.223728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0292320-fb2e-4213-a2d0-2393cdcbf65b · outbound

This paper cites Attention Is All You Need.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Attention Is All You Need

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.227751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d26b999-d7b9-4ebd-b13f-306b4f80f0bb · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.231958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28738eb8-2734-4b9e-a2ec-9330e2167cf8 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.521624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a690fc5c-ae22-40b1-8fdd-f20ccd119157 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.238764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b02766f-a4be-4024-89d0-3e59c802e78a · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.242806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2aa7160-9ebb-4d15-b0dc-e95cbd2ab3b9 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.492555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6a4a1930-9cb2-4ff2-8288-3f89e204ed90 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.251282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95c26689-d5e7-42cc-82f5-39d2e6b90585 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.471388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a6952f87-4fb7-44f3-9e7f-39a52622463e · outbound

This paper cites M.; and Luo, P.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer M.; and Luo, P

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.259656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29e9aeda-1ecd-4578-9572-7c666f8ec433 · outbound

This paper cites Focal Self-attention for Local-Global Interactions in Vision Transformers.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Focal Self-attention for Local-Global Interactions in Vision Transformers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.263867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be72e234-b1b9-452c-b872-60dee51e43dc · outbound

This paper cites E.; Feng, J.; and Yan, S.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer E.; Feng, J.; and Yan, S

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T12:08:08.268465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78c846f9-1381-4731-a051-7e6b95092487 · outbound

This paper cites an unresolved cited work.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:08:08.445830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 03217aa2-4575-4a8f-b2ca-bf87dd349189 · outbound

This paper cites Y.; and Feng, W.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer Y.; and Feng, W

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:08:08.434283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8b0cd77f-2970-4038-950d-95600c2e3786 · outbound

This paper cites I.; and Davis, L.

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer I.; and Davis, L

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:08:08.421176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation de616cef-f9a4-4522-8b2b-4da292942ad0 · inbound

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems cites this paper.

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer

Reference 214

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:34:12.067591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.