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Paper Citation Record · LEDGER

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

As of 9 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2506.21895.

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

pith.paper-citation-record.v1
2506.21895 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:22:37.645774Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

54 of 54 outbound references displayed

  • verified exact3
  • verified fuzzy4
  • unresolved47
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8aab7cfd-dc92-443b-b75e-5a2b80d29715 · outbound

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

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning , " * write output.state after.block = add.period write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:08.592822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:08.592822Z digest=sha256:3a7bbf0df3765a823ab71b10e6e62968771a2adb5d1c85cd2e437b79b7c7cfff

Observation aac48960-e6db-4773-8adb-239b05638ad3 · outbound

This paper cites write newline.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:08.673920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:08.673920Z digest=sha256:e224516cdcb73e2a83cf3ed2e57b1797bd0180b24ce5e1e7014e9a16f0ff3284

Observation b82947da-dff2-41d4-a191-bf58e71f393f · outbound

This paper cites Qwen2.5-VL Technical Report.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Qwen2.5-VL Technical Report

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:08.772067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:08.772067Z digest=sha256:838f3702797147becb820e017abd04339e2c0c498fd593b7300706da35d8bc2f

Observation 6bee4ca2-fbff-45a3-b8b1-54247a6ed1b2 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:23:05.622620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.071193Z digest=sha256:8498886096c809a62cca03319f3fd9c386191e90cf8d65d60d648629ba2303be

Observation 7fbecd8c-8f3f-4dc5-8424-d5016776f268 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:23:03.830786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.368917Z digest=sha256:d25cdbef4e56044db8f1f1cd37ba6a404332d4b378b3558f48670710883a10cc

Observation a407bdff-a01b-439f-bd2b-b2167db8a6fe · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:23:03.559275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.468922Z digest=sha256:cb20ed3a118b2c370a0a24317d870577a7783103ae3ef9a65d2032364fbd564b

Observation ff0ddce7-9b37-4a09-bd01-a327fcbf10cc · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:23:03.444004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.547539Z digest=sha256:7935fba0e0f764ee33c1ce56087ae4c500706f4f98dc4773310a0584d754d6ad

Observation 6b9c25a5-9469-4cd5-85b2-d08f4d15ce30 · outbound

This paper cites SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:09.621761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:09.621761Z digest=sha256:bd759bf400530bba3a86428e4730ba6d080b12fda4ec513ef0e64b144c1f7f6f

Observation d32a8920-25dd-4503-b133-81d66d599e5f · outbound

This paper cites A.; and Nugroho, A.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning A.; and Nugroho, A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:23:03.236686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.697772Z digest=sha256:98cbded2b378a7901125ca9c81cc423728f69de56d9556cd9963bcebeb0a9856

Observation 633e434f-7e80-49c9-80c2-6160d3dea19d · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:45.306008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.811870Z digest=sha256:2ba5ec4d0b579f2cff4042fcaf1ec6444807f0f80f0d65ab153592f5f174c0ba

Observation 882a6841-bd2c-4d7a-9f67-cc99b8fcbd51 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:44.778673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.902664Z digest=sha256:4cd891455cd6ef439702dd9a314a3e3af34dc8d70cbef9611e75a3367ccfb8fd

Observation 68d5a001-24ce-4258-b140-09ce6bb33ac3 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:44.526619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.980871Z digest=sha256:4da0f23478bcf29aaa823f260ca0feccead2d9686a894c4b74b9c6062a404268

Observation 2c786a4e-68c3-41a1-8ec3-8bc3c5e6af6d · outbound

This paper cites Domain Generalization for Face Anti-spoofing via Content-aware Composite Prompt Engineering.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Domain Generalization for Face Anti-spoofing via Content-aware Composite Prompt Engineering

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:22:38.288514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.068095Z digest=sha256:2371a4207c525123fa447345081601dc1017c922420e565f76c3518e7ca402a0

Observation 19051c21-794b-45b2-9662-a4d47b7eccc8 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:44.241049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.148550Z digest=sha256:698a0538790b17e386000646b525435906c0bfa7d873e829dfe1890dfe5cee7f

Observation 92a8f695-7d46-4ca7-9282-6dca1c6a0c38 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:43.982784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.257202Z digest=sha256:878c23215d416064d00d81f11305ae5828d49ccf1481dec3e6e6a4c327ea9373

Observation b7083aa3-0770-4742-805a-a9b221e49c8a · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:43.654053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.332501Z digest=sha256:fbda4d45ebb52957a2c374a5a2dbd90f00097bea118da61de81812d327c77e82

Observation b1f7b17c-fc66-4677-aa01-342a21840fbb · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:43.312950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.431644Z digest=sha256:aa95ffc8cf8077e63bf3323c1cfe38db7b5d47e4e775d1a55855bd0b318c4fda

Observation 6e5a04f6-3184-4d84-a212-ef53a639fb6d · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:43.038892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.511733Z digest=sha256:5a1d88b2755cef3d2a9001f0f15699e114ec594dcbd7a651dbbe2d0cf2a72a71

Observation f4ed5fe0-fc2a-4970-af42-1894980d2741 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:42.788977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.590579Z digest=sha256:e2651f8d7e9f056d244cef4087176da8edfab4756b5b2bb24f92ff422b564b52

Observation 64795444-1b46-4368-ba37-41d9c94cf301 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:42.616947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.680804Z digest=sha256:6244663a70a282d8cd4379e470e1f36c855d16e737cb84a140415703d8e2254f

Observation 57eb8150-347d-4c29-98f4-6497ca196c88 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:42.424699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.754103Z digest=sha256:b8c4088ea6e0c51ff7949d5c1f6957e6b5d113c6b70feeb3008603b2ca7297da

Observation 6eed65ce-19ab-4d52-b571-7f75f9af3a23 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:42.316242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.832980Z digest=sha256:591bebc6964e2d9980a59cde8c9490468b2622b223d907b412c11d83d7ceefa8

Observation cad1d537-b687-41bc-9cf6-009af3159664 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:42.221461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.919891Z digest=sha256:e1ae65bef858d1ff637a1a5f02c3e4d58d9695091805ac0f33052f549399d058

Observation 349c1cec-a6e3-4566-9291-2ca8c5e8fec0 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:42.115193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.001743Z digest=sha256:7c898c182456a4afcfc9e75a44936b99a4f166ceecce700c3ffcaa3c8a78b447

Observation be2bc6f0-4335-48c5-9a9a-2928c67f29f1 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:41.989390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.627088Z digest=sha256:cbb7b6482b2d42892fc9b28d05dba406e0fb22d85e4fb97ad512915d55538217

Observation 43aed596-4fbe-468c-a0ae-a07d2b570365 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:41.831831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.698066Z digest=sha256:a0bad0427f2030f653cc4301dbe63f001c49470e83bbb479e52a6f6da87428d3

Observation 36d1e282-88d0-4d5c-bbbc-c927eaedad4d · outbound

This paper cites M.; and Woo, S.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning M.; and Woo, S

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:22:41.716865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.783491Z digest=sha256:cd35d2b548f3c145c4b77d6fb8695fd7f940f57a629322713cb1ee1c9fb9f82c

Observation 9da75e25-85af-4f8d-a6b4-6da97ac52f4c · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:41.583993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.820969Z digest=sha256:aae1fbd64dfe44c9e52f745f3a046209ffc9b0bdb354dca16ac396a8c064c4aa

Observation 22062281-795f-4fb8-ab58-74b6a80750ae · outbound

This paper cites K.; and Xing, Y.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning K.; and Xing, Y

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:22:41.466863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.835997Z digest=sha256:33e8b323f86f125ba00474232ef23ef0e16b028e2a1cc4c55a6661cc3fb854c9

Observation ff14d3a3-f9df-405b-a60b-64566ae4da74 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:41.352450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.887680Z digest=sha256:e722c11fff68605fdb9d976850ab48bd514ab8b0993542bb9d57eff7cec004d9

Observation 2855bf26-2e17-41fa-a141-80dde5a1a608 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:41.237500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.953471Z digest=sha256:b12bc2b14f786523750f0499f332e2ccd6084e266f89ec1c0fbf0e66f0b36b86

Observation 928cc9a7-698b-441a-94b4-86519b6591e4 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:41.132093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.041508Z digest=sha256:70d84d5cd731d8bb06373b26bd47823124597632bb01ebd32469a2bbff9d129f

Observation 327ba7da-9a9d-479e-a9d1-14db38954e17 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:41.030697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.106759Z digest=sha256:6e897ea4a35e8c7187938341f04cc25c0f59c802a933e650b5e61222ee0573b1

Observation b2f2745b-e5f1-4127-b3ca-d8f02405f263 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:40.798813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.178186Z digest=sha256:e32a0982a7b6cd505492ca437999e512c7b826bb9fce448359b655b4f10fa396

Observation 99bc5538-f12a-4ad3-95aa-10fa0aa16dc9 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:40.640824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.321908Z digest=sha256:5b7391ed0fd97663522b2995ec93d90a508cdffc7b3bf6a85a0716da8dd59a2b

Observation ca8f4b91-fc09-4d7f-81a8-f682800c224b · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:40.494905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.457102Z digest=sha256:e3ea5fdfa20eceac89cb95d1012f0d95fd6e703ce36a4a8a8012c768715fb817

Observation 7ff46d6c-3277-41fb-9eec-68fa43a6346a · outbound

This paper cites a \"a tt \.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning a \"a tt \

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:22:40.318862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.505847Z digest=sha256:778ab21460bf97907103157024b0860015cae9388a48aa480d3d3219b6b99d43

Observation 140cb927-7189-46a6-be01-47da52d548fa · outbound

This paper cites TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:22:38.155158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.603092Z digest=sha256:9815432496e1c881a67eef40c48f84e095b0a700d2c59cc2f25eb22a4fcf784c

Observation 5ade24ed-5624-4d4b-acb3-80d9b7603006 · outbound

This paper cites Hyp-OC: Hyperbolic One Class Classification for Face Anti-Spoofing.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Hyp-OC: Hyperbolic One Class Classification for Face Anti-Spoofing

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:22:38.024735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:36.590659Z digest=sha256:9b4741ddfd1500a4f2dc1d06ac443cdafde81e9970a89cd8800f4f2cccee88c8

Observation 243913b9-0ffe-4f05-a5cd-65ae76555649 · outbound

This paper cites FoundPAD: Foundation Models Reloaded for Face Presentation Attack Detection.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning FoundPAD: Foundation Models Reloaded for Face Presentation Attack Detection

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:36.893017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:36.893017Z digest=sha256:5cc97c2d742c9439473202c619c9610fed72cb0fa3270f5365924b0baad253b3

Observation 88f6f3c6-a9f2-49fd-a0d3-f8bbaeefe060 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:40.117245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:36.949774Z digest=sha256:f9ee53afb68bc7a1ccd51d71fef6cf362da90a943d7b470d2e66b8e18e8dd386

Observation 1e12be5f-a54e-4549-bfaf-06ef1e1ea545 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:37.065750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:37.065750Z digest=sha256:21266e765743d4c1332e2d09f59ff7ca3f250da9ce5ee932e81426b0c98f2c19

Observation 01613b2d-afc2-4257-941e-54b928ec60fc · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:39.937280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.160253Z digest=sha256:60df10d5c2b6b62c237f713b2222728533bbb31d2cc51e506af9279e1bc2d835

Observation 00154647-390a-49f6-8857-173abb694bf3 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:37.247005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:37.247005Z digest=sha256:6a93160d6cae3ed712e6f45abb14cffa212ab2d149e27e824dcd0681a7e81ac9

Observation 913ec8d9-3d36-4535-9837-79657c40ea50 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:39.761232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.290168Z digest=sha256:a64b79505a5b8f9e3d05afc431ffbd0c0e8c147db431f13fbd2be6d6e2c98209

Observation f579e60e-d493-4660-8717-d03fd2bfe7fe · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:39.583093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.323896Z digest=sha256:199dad259b1d63aed795d86d47a52477fbdd6599d6484004fcd07fb156b31a70

Observation 40f8f634-406e-48bb-a132-8e9e88de8d08 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:39.394816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.355964Z digest=sha256:f5875ac1c61bd08dd46670ded26fae102e2867b5b73a9b7e1035d917b4012c47

Observation 46b8f927-bdea-47dc-b822-c0d4e9170854 · outbound

This paper cites Learn Convolutional Neural Network for Face Anti-Spoofing.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Learn Convolutional Neural Network for Face Anti-Spoofing

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T22:22:37.401514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:22:37.401514Z digest=sha256:539944dc34338660f523d07c01c990d3675fc8d77c61257857f16f5f7126e229

Observation 8a31e7a4-f40f-40bb-ac3c-3a3a2766d388 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:39.223555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.441830Z digest=sha256:07866b66e8b0ba8293102c421365f52565be5f8d2ee8fbc4e62d3e119ba7cf17

Observation e5723d81-668e-41eb-9fff-496b3cb1b403 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:39.012977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.487971Z digest=sha256:001224d9e6d0832c9db62222430fe990d2579c1276da73367e97ece436f4c9b9

Observation 1443f297-6ae5-4f76-aa05-9d624663f727 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:38.836951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.536841Z digest=sha256:4465a2477bbae44cc0682cab13ae5b3a5106f25d04ae585258abd45d9b4a974f

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

This paper cites Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models.

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:c9a3bb726eb0f6d55528a6e1ce254b947804ff75382d55df35b0121d6cc01756

Observation 27f684f2-d1cc-4455-972a-aa1426261cc4 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:38.636896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.598162Z digest=sha256:c22e7e04586f7f7597f84a1dbe4c7618db7ccddba96070e66b0918ca60133045

Observation 2f27d0a3-5c33-4f4c-bf11-a4204917a2a6 · outbound

This paper cites an unresolved cited work.

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:22:38.501076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.645774Z digest=sha256:08b2a1e01654bc42d14115695dbe5735661a828d12af0b2c34f0e191821d432d

Pith citing papers

No inbound Pith citation observations are available.