Pith. sign in

Paper Citation Record · LEDGER

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models

As of 21 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 2 inbound Pith citation observations for arXiv:2501.01720.

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

pith.paper-citation-record.v1
2501.01720 v2

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:25:14.502789Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:22:37.569116Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T21:18:58.034143Z

Reference resolution

62 of 62 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved60
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 29e2ddb1-f187-4fb9-85a4-4037bb29ff8c · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.261059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.261059Z digest=sha256:ed3cc1f327b4410b8e26594ec966ecfc86f391870e1b64240627d027ecd19851

Observation 07ec376a-b4d8-4ea0-a42a-d25222cad7a5 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.323683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.265666Z digest=sha256:938672f7d2208f89195220a3a8faf9e3b9b229b3bb6bf50b267451416023a4f6

Observation d5d3a8e7-923e-4b2f-b23b-8bb89138fcd5 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.309535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.269792Z digest=sha256:cf752b9527dc19b117f506cedc3f52445b28abe8d0be1b2cfaad99e3d54a966e

Observation 6d481c5c-0d84-492d-8076-c23ca4addfc6 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.295034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.274165Z digest=sha256:4c9d3a3a113e7c2057939fae34cedad477b46094cb1e2a8b48419f28a620ac1b

Observation 67284599-7284-4135-9e06-08816fd4233f · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.278390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.278390Z digest=sha256:bcf22559354266496d0a69935cd9fe1f7380f6f6634a61a2665ccf0f91c6135a

Observation d327cfab-1afa-4468-9151-eebf2578f178 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.270813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.282397Z digest=sha256:d545cea40ff4f921d9f940aabc7d7895c947028d179cb73dabde1f394d141234

Observation 0a108c29-348d-40b7-82dc-7de2dd7c5766 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.256888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.286934Z digest=sha256:8b1eb5416a9ce02de64ac9b0d473a99811f5e3df7beb30a85c7c92eb064509b4

Observation 89c2986a-9bc2-4928-9d1d-36c1ec1d8746 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.242226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.291262Z digest=sha256:c718b0c527b022406f927ea5286c3dfc15e04c2c57d577ae7bc4ac6dcebdf9be

Observation b30bee1b-4499-473c-9723-7ae1615ac25d · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.229756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.295163Z digest=sha256:1068e08236ea953cb41c6655c0a7f80f6d5164802f949de9e50e2b9d864d98b7

Observation 2c36cc98-095f-4d9a-b442-f8e8683761e7 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.217234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.298916Z digest=sha256:f108f6a2fde06bda4c5e381c1ba39d7f43388f602c0c8633fb74b3ec083f2f20

Observation 7ef7ebe7-5e65-40d8-b5c6-74ef205b5d3d · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.302631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.302631Z digest=sha256:3f54755f1694b148670ed4988ab1a5b29205cf69d82757186d8f2b5d61d560ae

Observation da1c5f5e-86c6-4bf1-8572-d3c7336f8896 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.195591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.306418Z digest=sha256:464ce5d27ebdb56db27277d92eef0b4e5b5f1ef782182a3de4e4166819fec07d

Observation a22a6c3e-ecde-4a68-bc72-389dcb872f30 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.181288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.309966Z digest=sha256:0b073a51763744bfde8c5304fc079976d810c9723846bb1457ab93e8244d0821

Observation de8b3e2f-4b5b-4e1e-9dd3-e9c7ceee4992 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.165946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.313569Z digest=sha256:64579caec5c82e38ff49704cb45364cd38d2ffe0a2f8cc9763c113f1d34f2fc0

Observation 00d4abb3-b6cf-4cf4-a972-bb39e9521d85 · outbound

This paper cites An empirical study of LLaMA3 quantization: from LLMs to MLLMs.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models An empirical study of LLaMA3 quantization: from LLMs to MLLMs

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.317038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.317038Z digest=sha256:4935a2163b45272abb2e8626ba0581d50c3abd9e51becd45bff0444349d781df

Observation 8d6903c0-631a-4412-accf-6a9e37af1110 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.152068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.320766Z digest=sha256:7e3f215e0f31c4023b42274f0d813caeeadf7d3ac59eb43fb25d5f0625569b37

Observation 4bd58b9c-39b1-48e2-ad57-c9350f2b7e0d · outbound

This paper cites From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.324383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.324383Z digest=sha256:c6ab2a7d5fe11d53a6c2e1f7f34f98353bc52f03403c684da524c15d7ec5ad9e

Observation 0b0d5c50-96c1-4e69-9008-9552e204f82c · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.138256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.328141Z digest=sha256:45e12d6aaf90d3d91d52fee9be51eb9b13fb4997062ab128caadf66a7d133c95

Observation 645e50fa-b9ed-42d9-af4e-b5c963a557a1 · outbound

This paper cites M.; and Woo, S.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models M.; and Woo, S

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:15.123664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.332172Z digest=sha256:e0df34664c23064b51613980e460b643e9167ac1a3b6ec03438719b28fefc01e

Observation cf3c54cc-8c42-4961-bac4-1ae80a6d4bb4 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.111000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.336299Z digest=sha256:adde5fa295ac865c31b8a8ee4b4650da80bda535bbc8dd27533255fa1c00661c

Observation e1d15292-2ffd-49fc-bceb-b36c20a3a6dd · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.340347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.340347Z digest=sha256:83a32fe27ef0ca298348eb1b582e59478e16e6a55e4059011ce6445fb1e71033

Observation 1a6f2c73-aa3f-453f-ac68-274c6927af60 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.344461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.344461Z digest=sha256:dd34c79a96dd90061670d6132eefe19922b927305cf30fff1a1404bf41183487

Observation 07905dc5-9648-4147-84dc-35acf9265d7d · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.079421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.348560Z digest=sha256:e5e2c1de80872b9d3f1f8bea29b632bb2fbabd3c7cc521407d72cda30ac478ef

Observation 46b3ad37-eae3-4eb9-9224-a425e86ba8fa · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.066257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.352533Z digest=sha256:9993557363d537bf91dbece5c51f8b54bfa6f99692a2563ef5a1c19c9dba5487

Observation d59a74fc-db30-4863-b8b4-9f7875b74743 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.053164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.356622Z digest=sha256:a5ed4c89145994215d96c6d67cea200c541e549afe3a3fcdbcac7736b693e3bb

Observation 21b9a413-d6c9-43ad-8b21-4082622f5dc2 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.039074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.360639Z digest=sha256:0945791ba917df1917102012ccecb3f02f42975638998f7f5e6dc0fe6b2b1755

Observation e18747b9-de86-4e4f-aa58-eea1689add93 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.025694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.364619Z digest=sha256:776edb0efea47301c574e2d2de0aa9c28983e2405852907fb3c298c038d33a98

Observation 13791c72-5872-4f1d-a3d7-d008add9c6c9 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:15.012796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.368710Z digest=sha256:0d0f2560f6397c098cd8886d185d403a0c1b269610414fb5e65bf5182280ea5e

Observation 30f798ca-4460-49b0-a0a3-3e7c8811f77a · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.999976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.372635Z digest=sha256:afdb4cbd1c0a318759956acf2469b713b29fabb1cc77634bd69a57390383c2af

Observation aa2381e5-7f63-417a-b7d7-2ec4f7105393 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.986488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.376670Z digest=sha256:e0a64288b6858947944c9bfb6339e43ff01f844c1a09e1a550997c393b7e0087

Observation 8a2d73ce-3d2c-4089-93fd-54b44eff5073 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.971549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.380642Z digest=sha256:45d0053f80d48c91abba8f0fca8d7068d50a52390e684910307c4cecc6c278ce

Observation eb5c3178-bf9f-4e4c-ba09-f88bdef99787 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.958054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.384647Z digest=sha256:074c3b5982a05d5b8aac70d8f67178feabf9a27c5ab8b1b9cd8cc24449d59e79

Observation d91941c5-e1a8-4684-9819-81f200006ff5 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.944278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.388458Z digest=sha256:1acb576968cafec0af6e96ae2e1e0a703472fb0e578f295f2541564be214923e

Observation e64ba67b-1e2d-4c9e-9f18-37dcf4779ecc · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.930164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.392403Z digest=sha256:fbb0bdf436bed8a417e235b27ee37cc0525556f008c21cbb7cbefcdb6495a8c8

Observation cea48128-d077-448a-8f25-f5463276d247 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.916885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.396436Z digest=sha256:3e2d3f19bae4f93ff41c112d788e2ed40c2adbb73446d2ce3e0432b7b5e26449

Observation d2e357db-d570-444e-bfa0-b9dddbbd07ad · outbound

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

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.400406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.400406Z digest=sha256:22344298b8428dba774ecf66248cadb986d8446a871cef2e98aac076c5c5eab2

Observation 27489d8b-f30d-480c-9487-e65c710bedf7 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.894015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.404361Z digest=sha256:d93ec36329cb490bb6e2d8600253abede83752c7e7f556da4824a9ded22e0a57

Observation 75ce64d1-f8d6-4b03-a4b8-a4c6acdc2bbb · outbound

This paper cites SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.408359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.408359Z digest=sha256:d60b86df2f386f4daaac9190d24c60a2758f5053c5ea208180e97bc78bd3ab7f

Observation e485d425-2b1a-4baf-87d1-7b18e612f7da · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.881753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.412590Z digest=sha256:a3a40a35015077b9e1ee26f808801aa4007cee17e87f4cd865b26253408a01bf

Observation d3bfcb74-13c2-4915-a200-f54d9edf57f2 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.868908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.416627Z digest=sha256:d0abfa9b134f529120a5c4804cd87ff4d3dafc8500507ae96f2b901c471654da

Observation d7ca4284-0784-4bf4-b16f-18b27f8e99de · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.855646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.420581Z digest=sha256:302e3f237b01ead6a4d2cc30f60d047460b7a71de5a3cb44148a6e9f40dc3704

Observation 0ba4a0ef-65c7-4d5c-af44-903c2c06c51b · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.842370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.424476Z digest=sha256:612d59ead8c1d60573a0b5af51514c1e4f7b7a21ecb02439b14f56d990d70709

Observation 2440aead-7258-4991-b32c-e615b6fed4e3 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.828920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.428399Z digest=sha256:b7b0b31004ecb297c890828adec47de19569ff520119149f733f74449fcee723

Observation 754a223c-dbc6-490b-a9d3-a4806e8caf06 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.815095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.432519Z digest=sha256:1ba04563a5a3410cc864e4039973b0cd2eae90f08a3269ebd864274e3f0bc0ae

Observation 09483210-9890-4c5b-9db6-3cea58a5482f · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.801663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.436502Z digest=sha256:29c566e2ea0d3fd14d4d34d7129ddb0d258e8b090fbe24033bf9f38aaee2d5f8

Observation e174a736-ca8a-4e66-852a-99d8b6c2e2a0 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.784968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.440697Z digest=sha256:c434af14e1dc0fc01f93fda40d129950212efe1ca4b690a0169c41712e3e68dc

Observation 10cf35fa-391e-46e1-9624-935a0dcd2d1e · outbound

This paper cites Z.; and Zhao, G.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Z.; and Zhao, G

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:14.772162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.444654Z digest=sha256:d6cdb22ee677add74011a4fbd54af3e863ccf443ff6b229a7b4d0e6a8310bccd

Observation d54aa024-b4f7-4c7c-8d94-5aee5031b170 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.758751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.448770Z digest=sha256:d115553f6ce97b3d51d7e415523748aacb7f02ecae9ae460c54783c51a815155

Observation 15784690-0031-4523-ac17-2f4fee880a00 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.745084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.452625Z digest=sha256:13482e57d09fe353da290980e632da5de81e0ef73342faa0f04e5323cccc1c1b

Observation 504441e2-e153-4ea9-a4d4-ce379e827009 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.731018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.456396Z digest=sha256:4608786462a42c69c6ff0c07e9f1e2e2b214367866293b29ec2207191f890dc3

Observation 266d9038-c12c-4fc6-ab5a-1813a15ea55b · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.459914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.459914Z digest=sha256:46c2e6e49a41e4707caf3ce1541d30d30fa1c445e03d8c5513f0ba722b4d5a29

Observation 16deccef-5918-40fd-9fc9-d5a27057b923 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.708564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.463687Z digest=sha256:de9410a408f568b7b2e48a46af29e0325b0f9b966a5250295556b3282b365185

Observation 2b9933f6-a21f-474d-a4fb-da346c196b7a · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.695328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.467184Z digest=sha256:abc435ee3e879f41dd7263c96fa4a3cfaa227aa013ce79355893a63ef0de6795

Observation 136ff446-77e7-430c-bd1f-21760c19954e · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models OPT: Open Pre-trained Transformer Language Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.471006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.471006Z digest=sha256:2916e2e7b6fdc4627a6a97c807d82fc60cfcf53091865d6f997178f20945d2c7

Observation 024081e8-65b8-429a-b4d7-d5b0347295c9 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.681364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.475186Z digest=sha256:677a515709fa3d6c1e1aad87fb8219ec5cf73122fc55a5143d4148025d4a124e

Observation 38bc37b6-6811-4a60-969d-654932464ad3 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.666824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.478904Z digest=sha256:4b0847cf7c54077716d506866c57fa3fce0f771792ddcf94092d6733fbac344e

Observation a9a76159-7a12-4f9d-b3d0-bb0b7ed051d7 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.653477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.482463Z digest=sha256:200a575a55bf36ca5bf59e1305895ccbf8373f01dae51d73911e71057818d018

Observation 966488fd-b84b-4c2b-8192-d52258ac2d66 · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.639628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.486037Z digest=sha256:624d6e63847aaf536c45f63fdabb2259030fa331cb0d1f411c07c78f77dd554a

Observation 0b58b91b-3687-48a3-93da-2e6a0f0ad3fd · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.625891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.490031Z digest=sha256:b3c9b71c17d4d3526751e1f75b30237667100e3fbe317006fc89cafc1dbad9aa

Observation 98596aef-0129-4ede-b872-dc3132a9345a · outbound

This paper cites an unresolved cited work.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:25:14.611812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-10T22:25:14.494336Z digest=sha256:ac42fe36a537ed95a7816b214d43d08bca41b19ebcc5e05974f9b39309836a4c

Observation be565596-e384-4a5f-bdc0-4d90c921c378 · outbound

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

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models , " * write output.state after.block = add.period write newline

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.498240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.498240Z digest=sha256:cb154b172cd6f57b742cadde60447cae2e4c75564b05c23053c50de33a70ad1c

Observation 8316b50d-72f3-460c-b63e-cf5698c03c05 · outbound

This paper cites write newline.

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models write newline

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:14.502789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:25:14.502789Z digest=sha256:c7d83c3c35e5d4f95c40c189f28c2b20f367afdb557ba0730f22b8f0110771ec

Pith citing papers

Observation e6f9ae7f-2852-4505-926a-2c40b26972bb · inbound

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning cites this paper.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:37.569116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:37.569116Z digest=sha256:f6f3c4274d18a47692b5b1c86122119c559af61bd7599b1f210d198226fa4a9f

Observation 4500b129-6bdb-4aae-94db-12b70739d30c · inbound

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection cites this paper.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-07-03T21:18:58.035781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-03T21:17:33.060449Z digest=sha256:02ae2b1d24d79b17386229697470a4eb8a1e265bfe873fbfbda77f1029002ceb