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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 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.071193Z digest=sha256:a696862e5c97612395c9a612ee88711dfaa806b185d06a57a632a66e13283bad

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.368917Z digest=sha256:0cdae286190a46f706502b89122820860dc07525398e0a637ab012634741cb4c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.468922Z digest=sha256:727c0a5283ac7c8659a6e62b78359006db2c56ef78ba66eb239fc7ca8f62094c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.547539Z digest=sha256:b9d991465a8b638072be2a050f0dfa8bfcd0e0a12eb26b098e1acea5295794b8

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=sha256:45b5027c8c771961739ee4f4f00a203be612886d65a0e31eab0f72ae261acffa

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.697772Z digest=sha256:7a0b987baa2cee40ce2de8fd7f9bc18379aec7d1c37ffcc46cdb46ec8ce475c3

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.811870Z digest=sha256:072e06c6be936b4398421bba31d275669c82c7d7885cce8d8f64344d359f33f5

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.902664Z digest=sha256:4cdca98c48bc04fbfa258de736cbb09dfb66c1f549244f7fa12e163b23c3db2c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:09.980871Z digest=sha256:079759d7f2421108a1708aee365cb5b9e1c9bf74b992bd69aa47743c959f7ff6

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.068095Z digest=sha256:7e945d4d6a4641501c64acbfe9bc883d0045d4c69ea7c69d8952a03360294f45

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.148550Z digest=sha256:dbb52457df86f8ef6d79481ba4ce8388425278cac5336ada4bd3e42a3545e599

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.257202Z digest=sha256:1789eb2bb6d6b1cc781e58942a286794b58a9caa4211f4a5b9631a15c629fe44

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.332501Z digest=sha256:ca5d6a261d5a2f23dae6a6d9cbd03d1c8eb06dbb15e733191604e3ef0cb4ee31

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.431644Z digest=sha256:8215d9f5bc893c9f061914c197c64e411613f14c7b7efacd32c2f63449219629

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.511733Z digest=sha256:cc0f61f1d692a0d3a7b42b610cff98a75f06d70b01338ca2a80539b4af8e91d9

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.590579Z digest=sha256:b269d716c79e4a7ae488687a33a36bc96875e35831b32c5cd5ad96d767769f0c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.680804Z digest=sha256:c90069aee7ab80f8c815ef0956c7cb5d69036dde29fed7dffcd64f5fa37aa6a8

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.754103Z digest=sha256:910aa38fb67ee858c904a1037d63294b70fd860a6abebbf67d503f91a57fde6e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.832980Z digest=sha256:924c57d98afe165b24c6ff32924695d8fd439fa03c669562b50c9b7cbcd66651

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:10.919891Z digest=sha256:421df23393e048a28905d5594e79c33bce0d29f1131c6bd96dbc8e615d3fc557

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.001743Z digest=sha256:69fe2e60c9bed4467f872578e59c0b4a3a48c2c2a6a704bfdebf69c8bafe5d27

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.627088Z digest=sha256:21a6ea878eace38e044af815137e0b2e4e9453cf6780a0c14cd30c9246ecccfa

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.698066Z digest=sha256:a24548d6cb7be19a0289f7df8f6711fb10beb79d5db176f90a2574780fbc0992

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.783491Z digest=sha256:c9ab86d5e20567473245c2ce58e25659e18d036cfa0ccd3eb7e2725434f7c600

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.820969Z digest=sha256:9db95158f2e013bc1d1a3238ca27a8be4f37730a2b57faca557f0961ce13821d

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.835997Z digest=sha256:7f786bde4ed4a3204e08b616e1516956d956846f652c3f1ff277646fdd7e5b34

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.887680Z digest=sha256:9ca43f9087e6fe1614fcfe4ec6e15ca64290c513bf1983eef1f71672767917c1

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:33.953471Z digest=sha256:39a9b893570cdad1b31eadd1e33426392d854e76e475f1933bb4683a26f80a35

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.041508Z digest=sha256:deaa9b3cca2ccf3d431e5300b3979c20e36627896343e0626ca3fd297315ab3c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.106759Z digest=sha256:a5d277577aea76969a65eff2353323bad106eccf99d7e2372e6dc23849bbcd1d

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.178186Z digest=sha256:6e11cd49e6c7d6de9e9f3544555aea19b370f5bb09e8fbbd5559ed2750a4ceed

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.321908Z digest=sha256:2b7f0348d6ca9fbf024845e539de2981713f614e612562175966bb131424c779

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.457102Z digest=sha256:eec77bb161b27b6cacc07a6f81609cd89e45c2857cc0a1f131551958b76958db

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.505847Z digest=sha256:fdf58d29bcd5eb9292ec6bcbf11131072f7fcfea12701e0cd0b5ca887068b23d

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:34.603092Z digest=sha256:3cfc26b6a43bf2a93d3e58f20a72b598fd4d58f6bec419a83f3e2f955d5d6440

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:36.590659Z digest=sha256:13f71e0f7176d52176e7e2bedbef7d6ee786041c30cd1481c364976703d32b1f

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=sha256:4e54c68fd3cbb52b791348acf244edc6ac1f3c879600f2fa1ea07df8f41cd1b3

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:36.949774Z digest=sha256:e93fb30666e615042531fb604ce0073410bdaec686f3df05a6a3612e8b41e431

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.160253Z digest=sha256:34f71c4857bb4beaa894b3554de227536d3df0158f3756a3c0b641b21067e6c1

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.290168Z digest=sha256:9b09671e0d481dea8477984a6a3dc9860ae1ba4cd18fd7c704b73b70710e7af1

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.323896Z digest=sha256:dfc436c9495af35b018391632543a7e0ed87e330cc69f38a7b193354122a6ba0

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.355964Z digest=sha256:ff18300d3dc1c0b72b30f956a2f5ae2fbbf356bd6a3c63e3971ccf984d6ecd5f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.441830Z digest=sha256:5b44c389cfb000a176467ec1c2130a1c858f8dc559ccfb76538bb54db73b973d

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.487971Z digest=sha256:6341b14644d81c89ca127d329a8ee05ce03e90add7f8bd70df9cfa4e6fa24d1a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.536841Z digest=sha256:c4f309ce7b2dbb8128af37be8788ee2878abe4de083c7bcb210b738de1eb09be

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=sha256:2618e45288c1dac7e2f3cd397805f5f35c078f6a57b4e8653fc5fd8ce8cdce14

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.598162Z digest=sha256:112bc87ab09957ada231bf9e9e62aeb964f300b20ca1919f3521aa4f36661502

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-06T22:22:37.645774Z digest=sha256:b15f51e861dd2d86b16a38ba4da4a4377fae37446953d30f34e1f1fb2727bc54

Pith citing papers

No inbound Pith citation observations are available.