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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 17 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 2026-08-17T06:30:58.91139+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:cfb763f94599ff3f9168407c86f17966e1208703d56b68a0b70542d7c2d4d186

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=sha256:25a175e99a0e899e4d1ebe36faabaea6ab432ebe72422c1924dd51d0a6a31287

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:accf00c521321c961b3d26f60675faf298bc3b32e846aa67a8a3ba79cabfec85

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.071193Z digest=sha256:7edd07a02d1dae2896cb7fb06ca57051cf88d5aff0be364372e9c9fa9626fe76

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.368917Z digest=sha256:6aa616576105cfe1c16a0d30c0eb0a4aec9aef0ca2bc50031b7d51cf6fa0f710

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.468922Z digest=sha256:d2d93c541db865d484f08ab3b2b7ed720ff847222e97bf3a2a015f2b7e1140d9

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.547539Z digest=sha256:cbe93242ec500bd5490d93f5747d5dd17a76d4621cdead5c0071141aca592bae

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:f332654319455f10461e3add94541fc2f65a7b988bf7bfb349db07e3d40cb0c9

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.697772Z digest=sha256:fccb68344e3f972dacac0b8c56eb92e3d8b3b6c12f2245b3acdf2920aeca590d

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.811870Z digest=sha256:918ab10dc9882a7d32b012d40fc3aaec508d7c70b0640baad718871c62ebc211

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.902664Z digest=sha256:12b90af12255e192e845bff7b66c66b7014c660ffe8a7fb13a58d2f2162d994e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.980871Z digest=sha256:caf5de01aec3fa207e4f0a1628210c6a941e516c20e98d339c84d10a99d3881f

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.068095Z digest=sha256:c9d7964c6448376ae9469abe9f015edb602bab55ed78d2cab592ec762573b549

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.148550Z digest=sha256:39c456b0c76aa5437c73f8d2d4a2ecc6b392f1937c9a8414072fcba1bc6a0dba

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.257202Z digest=sha256:d34f2ce839de6b3eabcc3141fd8b14b144df638ab1011bfc72b7e637492e72ab

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.332501Z digest=sha256:fbc8dc5701feb8863377367e983e5ae83e2599fd3cd0aabf931758165b22fe8d

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.431644Z digest=sha256:33b257fe52c842b2994ca4f180fabf506ee5d71a4fa6d5d084a566a823ae20cb

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.511733Z digest=sha256:a8eb84a186d29bdf00f776390828bc0af50f4cabd40a2e07d247491b16d5aafa

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.590579Z digest=sha256:977ac975c610ceb6ada07d0fdb529bf0d2f7d558e0b3f68314387aa7230fd9fb

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.680804Z digest=sha256:b15b2eff1aef176278f3f90584f0c3f161bed468e8c606981aae99b31e367067

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.754103Z digest=sha256:26ebb6e110d9c20de798f8ad525bb439e73c18f3f91895583651261d67abe029

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.832980Z digest=sha256:fbd0956574072c3dc6074a9ba689660dc7b4db6b2d4a041e84ec3d09110643a0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.919891Z digest=sha256:05b4abea472dc5e8313e012ead403c0fe737f3a58e4fcf531011c14f7059207e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.001743Z digest=sha256:5d5ae745ebd1c8f663954b16cf7269c2735dfc93ff0c7a2ee7b4bde1167caee9

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.627088Z digest=sha256:0cf3168d467c6caffcee8ba69ae72696159fdbced1bd97753c0f81704074120a

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.698066Z digest=sha256:2a5c3444aad92990da84212f6a0f1e83eceecec6c681e9983ef15cc0b5485e87

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.783491Z digest=sha256:b45410d64729863bc5dc4cd0ec057b7b2418f756917cb2175538440744ffe47c

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.820969Z digest=sha256:b76ae42ed1f852acc660a2c1b24752be7131a55ee8cea7eb87cafc8eabc26ead

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.835997Z digest=sha256:c95c93015c4e95a62cb62108699b0d6ae6974037bf532912d3ef0cd945995947

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.887680Z digest=sha256:7dc16a612febf267de0b5d5dba1e9e4569c0ee7a6472575317d286e966c89758

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.953471Z digest=sha256:66bf7ed51e9915c70337e26f2619fffcabb8fe503bdc950846d3381505f41e36

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.041508Z digest=sha256:e4e31be0e39982875e648423684a22d138d450ce543830382abd42ad1f528dcd

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.106759Z digest=sha256:df1c185887bc8df356a0169642b5e34221bcf7677e2a6c47999da20f16bc1514

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.178186Z digest=sha256:14615663c87a8269e7d3cdf2abc4f38776a0e854922f10d8e7c928dee9e4065a

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.321908Z digest=sha256:e8236e24ac57fa43e969b31289b995fbe4321c01350d6f8bd1a54eb3d63a3511

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.457102Z digest=sha256:d01625285bdf1ac7919e5a13f4a1d1448869daddcfa6bf23a5d6c65970b8faa0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.505847Z digest=sha256:16c1271d267d6e91d01cac2dbfa35ffcf06ea0580934fcaeaec182bc2d98a324

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.603092Z digest=sha256:08a78f879be34b5ee2c9532fa9bdce495629e3f8942b727525db786f0d4f92d3

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:36.590659Z digest=sha256:d0692ab8bbaa540507dbf057eceacb91d90d0e9627ced211172c925a5e2c49dd

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=sha256:6397d42558b310528616f3d0a344913306565ab17b0ec5e9c6a6ae0abe5d8dd0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:36.949774Z digest=sha256:d932f7f9586705cbdb4c4b872262be4b0b1c49d5c2adcffb1c83668afe9799a3

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=sha256:6d63652907c4fdae617da1699588a70dcc8ddfec6bcbe181ea864ffe42c3a146

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.160253Z digest=sha256:e6f362dd102e297f573d00052341583651c18594f80dec88b0698238b0d68bc5

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=sha256:7982c4746f4288f8ef2adfe958efdc16bd3ff9ccd3a354f23676901185e0a839

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.290168Z digest=sha256:1cf1393e497b6492cc95ea2ed475ab7e3709607b3426fc263ce066247010af0e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.323896Z digest=sha256:20c636f22f0e0f9accb6321c0e29dedaa9c1e034df02e6ca5a0f07a400fe23b8

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.355964Z digest=sha256:38ecb6857ab3bfdd3b308003dd294a8a9dc9d2681120a69511452f9703e4fba3

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=sha256:43d290876a5383531f5d293d87f93d3858d7640fdf96fe7cbcecdeeab49b6191

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.441830Z digest=sha256:cfba6b70d735471e4202653f499e8ac60e72c7cb5eb9c371a7c5e7a2b2bbe4ff

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.487971Z digest=sha256:b0e7786987fe288113144358d3305729be1862944dbde54ee7189b6d885fefdd

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.536841Z digest=sha256:1b8f2901a33e68db255b8ea16001618838a29a7c67bb3bb5ced657da8cbac492

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=sha256:495ab950a506a69dda4887a1acabb417b477709cebca93f19af8052bee5fe5cd

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.598162Z digest=sha256:216fbfb7e3acc133ce943d83d46ba315d2804de5924f9cb69eac7b182ae63c7b

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.645774Z digest=sha256:4a08e822a1667c31bd383aa1b75392471eb1d7cdd8caf41b6a294e0ebe667eec

Pith citing papers

No inbound Pith citation observations are available.