Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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.

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

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

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

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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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

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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

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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

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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.

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

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

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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

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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.

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

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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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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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

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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

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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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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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

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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

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Source-reported events for the cited work

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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

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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

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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

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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

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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

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Source-reported events for the cited work

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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

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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

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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

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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

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Source-reported events for the cited work

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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

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Source-reported events for the cited work

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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

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Source-reported events for the cited work

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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

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Source-reported events for the cited work

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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

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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

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Source-reported events for the cited work

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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

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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

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Source-reported events for the cited work

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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

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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

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Source-reported events for the cited work

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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

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Source-reported events for the cited work

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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

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Source-reported events for the cited work

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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

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Source-reported events for the cited work

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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

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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

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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.

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

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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

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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.

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

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Source-reported events for the cited work

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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

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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.

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

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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

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

Reference 55

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

Reference 56

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

Reference 57

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This paper cites an unresolved cited work.

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

Reference 58

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

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

Reference 59

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

Reference 60

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

Reference 61

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

Reference 62

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Pith citing papers

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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

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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

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