Paper Citation Record · LEDGER

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2506.06759.

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

pith.paper-citation-record.v1
2506.06759 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:53:54.964825Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:53:48.314538Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:53:55.660180Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy35
unresolved2
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 40bc53af-c9c9-464c-9783-8bd69ed637ba · outbound

This paper cites LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T05:53:55.809134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb85afe3-9c48-42ff-b410-61f1dc57ba64 · outbound

This paper cites LetM= {m1, m2,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security LetM= {m1, m2,

Reference 2

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T05:53:55.494692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3771959-0dcc-49cb-bbff-9a4325d4af3b · outbound

This paper cites Statistics for all the utilized datasets are pre- sented in Table 3.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Statistics for all the utilized datasets are pre- sented in Table 3

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:06.827258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e0b6d290-70c8-4f84-8450-ad37b6725b3c · outbound

This paper cites As shown,LitMAScon- sistently outperforms all baselines, achieving superior average AUC and EER.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security As shown,LitMAScon- sistently outperforms all baselines, achieving superior average AUC and EER

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:06.505260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation de2d265a-1cd9-47da-8b80-efba0ce4ef72 · outbound

This paper cites an unresolved cited work.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:54:06.276444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a8a86b4-88d9-4bde-a5d0-09767961d1c0 · outbound

This paper cites Gorthi was supported by ACM IKDD Uplink Internship and Thakral by the PMRF Fellowship.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Gorthi was supported by ACM IKDD Uplink Internship and Thakral by the PMRF Fellowship

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:06.088223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e4e7eb3d-987f-41cb-ae79-76aa069d1c73 · outbound

This paper cites Phygitalnet: Unified face presentation attack detection via one-class isolation learning,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Phygitalnet: Unified face presentation attack detection via one-class isolation learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:05.915860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 667eb3fc-044e-4f3f-ae62-9b21ffe71e82 · outbound

This paper cites Vl-fas: Domain generalization via vision-language model for face anti- spoofing,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Vl-fas: Domain generalization via vision-language model for face anti- spoofing,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:05.772640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7dfdae1b-a1f3-4990-999c-c4f7422376c0 · outbound

This paper cites Audio replay attack detection using high-frequency fea- tures.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Audio replay attack detection using high-frequency fea- tures

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:05.510891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0f50642c-c3f7-492b-906a-a6dcf3df22e7 · outbound

This paper cites Robust iris presentation attack detection fusing 2d and 3d information,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Robust iris presentation attack detection fusing 2d and 3d information,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:05.217672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation db63b392-f46b-4917-be1b-7a2e5fb5feb7 · outbound

This paper cites Fingerprint pre- sentation attack detector using global-local model,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Fingerprint pre- sentation attack detector using global-local model,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:04.851096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e625fc82-667d-4159-a077-7a607f788f13 · outbound

This paper cites A new feature for auto- matic speaker verification anti-spoofing: Constant q cepstral co- efficients,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security A new feature for auto- matic speaker verification anti-spoofing: Constant q cepstral co- efficients,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:04.469165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2ea3c5ea-11f0-43be-baa0-59cbd8e5d6d1 · outbound

This paper cites Context encoded multi-modal attention network for detecting audio spoofing,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Context encoded multi-modal attention network for detecting audio spoofing,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:04.101887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9b05261a-0512-4cfb-8d24-90c20d63d276 · outbound

This paper cites Sv-deit: Speaker veri- fication with deitcap spoofing detection,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Sv-deit: Speaker veri- fication with deitcap spoofing detection,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:03.713601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e9db043c-cbc9-4590-b876-236876d92de0 · outbound

This paper cites Data augmen- tation techniques for physical access in voice anti-spoofing,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Data augmen- tation techniques for physical access in voice anti-spoofing,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:03.337102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 18ec5270-caa6-4a1d-93d8-4b857de0cd76 · outbound

This paper cites Rethinking generalizable face anti-spoofing via hierarchical prototype-guided distribution refinement in hyperbolic space,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Rethinking generalizable face anti-spoofing via hierarchical prototype-guided distribution refinement in hyperbolic space,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:03.039641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 81995663-95c7-4706-9504-0a224ba8d014 · outbound

This paper cites Adaptive-avg- pooling based attention vision transformer for face anti-spoofing,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Adaptive-avg- pooling based attention vision transformer for face anti-spoofing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:02.732651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9927fb42-b959-4da3-afa2-394e3d132760 · outbound

This paper cites Assessing the performance of efficient face anti-spoofing detection against physical and digi- tal presentation attacks,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Assessing the performance of efficient face anti-spoofing detection against physical and digi- tal presentation attacks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:02.444730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2b016ff9-db8a-4ff5-b9bb-ab85ca804bfe · outbound

This paper cites Illusion: Unveiling truth with a comprehensive multi-modal, multi-lingual deepfake dataset,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Illusion: Unveiling truth with a comprehensive multi-modal, multi-lingual deepfake dataset,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:02.173939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 40c79da3-4fdf-4880-933c-7827c4b77198 · outbound

This paper cites Df-platter: Multi-face heterogeneous deepfake dataset,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Df-platter: Multi-face heterogeneous deepfake dataset,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:01.934355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 99f21581-6778-44f9-b11e-bbe73f48376e · outbound

This paper cites Deephy: On deepfake phylogeny,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Deephy: On deepfake phylogeny,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:01.691524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 241887e3-c3cf-4a15-82af-4ce13f3a9cd6 · outbound

This paper cites Deephynet: Towards detecting phylogeny in deep- fakes,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Deephynet: Towards detecting phylogeny in deep- fakes,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:01.391510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28016fbe-2562-4f46-a783-e99fb96e3f03 · outbound

This paper cites Low- quality deepfake detection via unseen artifacts,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Low- quality deepfake detection via unseen artifacts,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:01.082859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c8e6fcc2-9e15-43df-8dcf-704861a1e472 · outbound

This paper cites Desi: Deepfake source identifier for so- cial media,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Desi: Deepfake source identifier for so- cial media,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:00.701997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 34922609-a941-427c-9f76-238732c8d0e3 · outbound

This paper cites Generalized con- tact lens iris presentation attack detection,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Generalized con- tact lens iris presentation attack detection,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:00.350646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 774d2ea1-9d76-4acf-82c9-fecd92c792a6 · outbound

This paper cites Privacy-safe iris presenta- tion attack detection,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Privacy-safe iris presenta- tion attack detection,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:54:00.033042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation baca358e-6d2f-4f3e-98b9-6c8b50fb1142 · outbound

This paper cites Vit unified: Joint fingerprint recognition and presentation attack detection,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Vit unified: Joint fingerprint recognition and presentation attack detection,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:59.670797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 79008314-0d84-4328-9cba-923997e586a9 · outbound

This paper cites Mosfpad: An end-to-end ensemble of mobilenet and support vector classifier for fingerprint presentation attack detection,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Mosfpad: An end-to-end ensemble of mobilenet and support vector classifier for fingerprint presentation attack detection,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:59.362781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bc96d8b2-4ca9-4dfe-adb7-c3df41dd9a52 · outbound

This paper cites A comparative study on recent neu- ral spoofing countermeasures for synthetic speech detection,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security A comparative study on recent neu- ral spoofing countermeasures for synthetic speech detection,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:58.992890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c93c1f2e-f0b5-46c8-9f07-cf149cdb7c0e · outbound

This paper cites Specrnet: Towards faster and more accessible audio deepfake detection,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Specrnet: Towards faster and more accessible audio deepfake detection,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:58.692830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ea546998-dbe9-4a9f-bb16-fb4a75fc94ed · outbound

This paper cites Iris liveness detection us- ing a cascade of dedicated deep learning networks,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Iris liveness detection us- ing a cascade of dedicated deep learning networks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:58.419476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 342e71b9-50c7-4751-956d-10495bff4bb9 · outbound

This paper cites Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:58.107873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d853be33-f3f5-4433-86c4-656858c6428f · outbound

This paper cites Detecting medley of iris spoofing attacks using desist,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Detecting medley of iris spoofing attacks using desist,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:57.748973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8515856b-7828-4e6f-a974-8350fa3232a0 · outbound

This paper cites Livdet 2017 fingerprint liveness de- tection competition 2017,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Livdet 2017 fingerprint liveness de- tection competition 2017,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:57.447128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bb14db50-1c77-46d0-a00d-f99a660d9019 · outbound

This paper cites Face spoof detection with image distortion analysis,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Face spoof detection with image distortion analysis,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:54.222915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f8444cf-408b-408b-8c6a-672f40e8bea4 · outbound

This paper cites On the effectiveness of local binary patterns in face anti-spoofing,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security On the effectiveness of local binary patterns in face anti-spoofing,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:57.078497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 10fcd122-3935-4e05-b897-fe45cf706a88 · outbound

This paper cites De- tecting silicone mask-based presentation attack via deep dictio- nary learning,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security De- tecting silicone mask-based presentation attack via deep dictio- nary learning,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:56.711821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fe8e1ef2-9d4f-4d79-a385-ce831afcea37 · outbound

This paper cites Face presentation attack with latex masks in multi- spectral videos,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Face presentation attack with latex masks in multi- spectral videos,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:56.409166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d94da754-9221-4406-9e30-65360befab5a · outbound

This paper cites Training data-efficient image transformers & distilla- tion through attention,.

LitMAS: A Lightweight and Generalized Multi-Modal Anti-Spoofing Framework for Biometric Security Training data-efficient image transformers & distilla- tion through attention,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:56.120451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 40bc53af-c9c9-464c-9783-8bd69ed637ba · inbound