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Paper Citation Record · LEDGER

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models

As of 19 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 3 inbound Pith citation observations for arXiv:2505.15332.

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

pith.paper-citation-record.v1
2505.15332 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:22:43.329785Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:33:54.312611Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T05:36:02.083942Z

Reference resolution

34 of 34 outbound references displayed

  • verified exact0
  • verified fuzzy29
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b6752b67-d9a3-4a87-a9ed-639ba8bcd4e1 · outbound

This paper cites Aghdaie, B.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Aghdaie, B

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:47.969428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:39.951370Z digest=sha256:4e07a45bfc18ecbc122a86e4dea1291798dfee20337a639566a1f86d489c3a79

Observation b8ec7925-d53e-45f2-9cbc-33b5968cfd12 · outbound

This paper cites Borghi, E.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Borghi, E

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:47.710023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.028838Z digest=sha256:23b84e87de4c962a8111bd03056f9af3671c85d24954bec547986998da7125f3

Observation 7731859c-f467-4ceb-b485-25308ef36b33 · outbound

This paper cites Caldeira, G.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Caldeira, G

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:47.583407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.164577Z digest=sha256:fe6206472d2a0a50f1655a7d20b03cb01bf3b062359cfb8746749788008920ec

Observation cc8b0de4-4589-4189-b516-c424e3dada22 · outbound

This paper cites Clemens, S.Wojciech, A.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Clemens, S.Wojciech, A

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:47.444608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.277108Z digest=sha256:e472613a234ae7db91a8bf296d4685b4b5afe94c99eb56a18ff3412c67c3f7f0

Observation 8b0e43fc-5798-45a1-a491-b70a3a857823 · outbound

This paper cites Damer, J.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Damer, J

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:47.328557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.362005Z digest=sha256:49f70579323c97eb1ddaa165e4f964e4b55a43a91d079526fdffa94b3f41899a

Observation a285599b-adb2-4d23-8dbc-79d97036a9ce · outbound

This paper cites Ferrara, A.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Ferrara, A

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:47.215018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.485152Z digest=sha256:5a4a0cc9ed4e4969c1effc82f4b8c229c9af06e4bec2007ef7bd2ff993e17b41

Observation 128c6034-9fb6-4b51-aecb-c210e33b5dba · outbound

This paper cites Information Technology - Biometric presentation attack detection - Part 3: Testing and Reporting.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Information Technology - Biometric presentation attack detection - Part 3: Testing and Reporting

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:47.089852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.591458Z digest=sha256:d33ee687586628274720821a532071ce70f67c29edc38a795ff5cd5d9f7db2f2

Observation e5289b33-3229-40c8-9293-4a7fb753ddf8 · outbound

This paper cites Kraetzer, A.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Kraetzer, A

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:46.940055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.679502Z digest=sha256:3a9373180f056df2933c4ab44406a0a962945079469ea4acfbd6f5a2362fd577

Observation ec8a0530-2eba-470f-991b-693c6be55934 · outbound

This paper cites landmark based face morphing.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models landmark based face morphing

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:46.784827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.787226Z digest=sha256:ea2004bcbfc58e4c24c62b19d568c6510491ee13568dd02bd2e37566009193e2

Observation 1f3673ec-ea18-42a0-b025-85f848b63016 · outbound

This paper cites FRVT morph web site.https://pages.nist.gov/ frvt/html/frvt_morph.html.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models FRVT morph web site.https://pages.nist.gov/ frvt/html/frvt_morph.html

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:46.641293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.891584Z digest=sha256:7cd962fb9cee1bf0629f6c8f6ead53415dcdb65e4c1dbb4366a3be2228b50742

Observation 5ad7b7bd-74d8-4662-9f57-5f524ad230bd · outbound

This paper cites Chatgpt.https://chat.openai.com/, 2024.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Chatgpt.https://chat.openai.com/, 2024

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:46.536682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:40.995348Z digest=sha256:c0d40bdc90c24454be68921368e017c5420b88038d71acd6c6b0cc67b0d82130

Observation 5b5d242c-2f66-4254-9bd9-3cfdddc48761 · outbound

This paper cites Ortega-Delcampo, C.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Ortega-Delcampo, C

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T15:22:41.088253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:22:41.088253Z digest=sha256:bc1d9cade3a49ff4f1074fde3d53c8f891d81ad343eea51a0ab09d0500fd5fee

Observation 8925cc4a-a0bc-472e-b806-e527ce16910a · outbound

This paper cites Patwardhan, R.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Patwardhan, R

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:46.356496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.174348Z digest=sha256:8d9952d28f2981ab9a12757296305d171f888cf5ebe2201723104e39c12d6df6

Observation e4efdbb5-bc1d-4400-82cc-09a35c1383d1 · outbound

This paper cites Raghavendra, K.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Raghavendra, K

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:46.225026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.255657Z digest=sha256:8df46df977903eefc0faa552a49cc59df358cfe29fc790f1d25f81194ebf5440

Observation 3ce9cd26-659d-4d1a-bf8e-c02e630bd701 · outbound

This paper cites Raghavendra, K.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Raghavendra, K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:46.074445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.355423Z digest=sha256:6893f4cc6b7ec3b4e6d5a936fba6b0f0ed0fc748f0269bf3b861050b1fb1351f

Observation 5bb06de7-0e10-4c0e-8f15-d67fcbd63f98 · outbound

This paper cites Raghavendra, K.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Raghavendra, K

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.998620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.457663Z digest=sha256:245af11b253ca3dec95d70bbf68e73aea2e90309c62988e63a2df80f099860fc

Observation d447b9f5-7f95-4fce-8cc2-c80467ea6e18 · outbound

This paper cites Raghavendra, K.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Raghavendra, K

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.877680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.548051Z digest=sha256:015c4bef9c42492422b0d761385a7221889d939ac27e2f9d14aae8d2efaab985

Observation 78d7a43c-10be-4365-b466-6d5d3410023c · outbound

This paper cites Raghavendra, S.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Raghavendra, S

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.748837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.668831Z digest=sha256:e7fdd9ae409e0d499409a4c159348b4a061a731c1885a3292ab184b7e3dc0915

Observation 2c92644c-3b68-4549-85cd-711d95bd6807 · outbound

This paper cites Ramachandra and G.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Ramachandra and G

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.598531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.817096Z digest=sha256:fec3db5c5d152c9419ef75aa90e28383b16f3ee2dd2c57cbc7d55adbad249d81

Observation 9cc26cb7-a0ba-4848-bf54-804f0852eb22 · outbound

This paper cites Ramachandra and G.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Ramachandra and G

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.429562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:41.904541Z digest=sha256:f37406ee3031bb5b5a1bd2c5a8038987d301b88f209330406481ff30162c5126

Observation 9361d415-0683-4532-b348-76781892d29a · outbound

This paper cites Ramachandra, S.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Ramachandra, S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.312219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.017531Z digest=sha256:276df854a0a8966f09cd7d27816397391ddfe8366568398adb1a6f3132cad8bf

Observation f811e46d-0914-4654-bb23-47646cda5f7c · outbound

This paper cites Scherhag, A.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Scherhag, A

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.169713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.123518Z digest=sha256:c974cc41263f971c9a3e157b0bf2735e7fa1fbee52d2611f270d340e2ec956bc

Observation 9bb313cd-d4fc-4542-a074-68a9ba2abe7b · outbound

This paper cites Scherhag, C.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Scherhag, C

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:45.056422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.216019Z digest=sha256:97812e3f0b6ba783d7ac0a47d6314f75daa3af4ebaa2f54a3dae96c918107b8d

Observation 09181662-a6f4-43ea-a212-62917a67c999 · outbound

This paper cites an unresolved cited work.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:22:44.867676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.286186Z digest=sha256:366456cea82a95643aa034c22c945a390fe1581705e50f95aa871f2589436720

Observation 66cea4ba-92b0-41a6-b68d-f6f28027d678 · outbound

This paper cites an unresolved cited work.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:22:44.727898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.404480Z digest=sha256:1cd113acda643897a25e21e292519a0fa8a4e3ca97d8fa8e6ed4d70385e95889

Observation 44ebeb41-4a48-4ee4-a1b4-f39ac090cb24 · outbound

This paper cites Soleymani, B.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Soleymani, B

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:44.570485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.530248Z digest=sha256:eeaa51b4eb00e404afd2c249a7d3479b0c1b967551c6fc35168279d364b62c95

Observation 24907178-8489-4942-aa1d-65694a413966 · outbound

This paper cites an unresolved cited work.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:22:44.508968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.612807Z digest=sha256:117a8731473eaeded70c6e59229c414340f1737c9859d809f82c081636e0c905

Observation 8e227522-0425-452a-9722-596fe02d5dd1 · outbound

This paper cites Venkatesh, R.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Venkatesh, R

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:44.347383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.724793Z digest=sha256:77af34a815cecd6074f05b599ff6b18d9e8d105f18bebd0b8f972373ea7599a1

Observation 7c356e75-8bf1-4188-ad01-89123146c706 · outbound

This paper cites an unresolved cited work.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T15:22:42.839342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:22:42.839342Z digest=sha256:3f2afdd3f97ce76fd63dd76c194d60dd4979ce6fcf92f18d0f3d5662130dad60

Observation 84125dc1-7544-429e-ab88-1431fb386a6e · outbound

This paper cites Zhang, R.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Zhang, R

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:44.220596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:42.913864Z digest=sha256:9f9cde56d950734ba8881fba21a51995cb651146a2851f6c0974615a084c3981

Observation c70546af-1c7f-4cfd-81bb-7c5d08fcfa33 · outbound

This paper cites Zhang, R.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Zhang, R

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:44.060948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:43.030780Z digest=sha256:a471771f0279d9ffbabccd0b9b04e1bc8a1405851074ad0ef1858db9bbd42570

Observation bb9216a5-c429-418f-b928-64ecd89f9d92 · outbound

This paper cites Zhang, R.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Zhang, R

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:43.889298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:43.130641Z digest=sha256:2f3b7a8a448a773bbd3a7c01bb52a04646f0ae6145739fd6967005ee7b3ae19a

Observation b1c215b9-c7cb-4cef-a654-6fadf878d56d · outbound

This paper cites Zhang, S.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Zhang, S

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:43.666334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:43.233036Z digest=sha256:967abceff3921b3c1d1b48b6606a1a7ece1396773b1a74d6333aa48f3826f673

Observation e3c2ebd5-7f41-4ec6-be72-79db60dc82f8 · outbound

This paper cites Zhang, X.

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models Zhang, X

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:22:43.478975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:22:43.329785Z digest=sha256:97cc0fe0e4f418dbd8b4a5ba2f558d2870eafb5eea98b73aa3e43edb5ba07254

Pith citing papers

Observation eaf7a270-839c-49d0-9578-1d833e737997 · inbound

Benchmarking Foundation Models for Zero-Shot Biometric Tasks cites this paper.

Benchmarking Foundation Models for Zero-Shot Biometric Tasks Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T12:33:54.312611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:33:54.312611Z digest=sha256:ab7993d69269b68f7ab4958ef73be1056666e16a3cdd9ef310e384e995897737

Observation c244d987-5753-487b-a7be-6b7545473da9 · inbound

DifFoundMAD: Foundation Models meet Differential Morphing Attack Detection cites this paper.

DifFoundMAD: Foundation Models meet Differential Morphing Attack Detection Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-10T05:36:02.085127Z

Source-reported events for the cited work

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source=pdf_text observed=2026-05-10T05:31:36.180645Z digest=sha256:cdb0cc8e17a820b1fd746f9fd9534125850581ea72ff0f0316bb508470e33d31

Observation 852ee7e1-f040-49bc-a2c7-156755656295 · inbound

DifFoundMAD: Foundation Models meet Differential Morphing Attack Detection cites this paper.

DifFoundMAD: Foundation Models meet Differential Morphing Attack Detection Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models

Reference 57

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no resolver link, observed 2026-08-02T15:57:17.991660Z

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source=pdf_text observed=2026-08-02T15:57:17.991660Z digest=sha256:dab6e95fe47fcf283ff49deefa66e059f35a0a2563f0cdee63525be5dda33699