CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection | Paper Citation Record

Observation 0bfd36b0-6fcb-40e9-ba1f-ccb00d0858dd · outbound

This paper cites Contrastive context-aware learning for 3d high- fidelity mask face presentation attack detection,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Contrastive context-aware learning for 3d high- fidelity mask face presentation attack detection,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.334915Z

Source-reported events for the cited work

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

Observation 47ac36f9-bba9-45d3-bb04-e7c8675eb87b · outbound

This paper cites Face liveness detection based on texture and frequency analyses,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Face liveness detection based on texture and frequency analyses,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.332769Z

Source-reported events for the cited work

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

Observation c019f56d-493e-4bd7-ba59-9a40f740eecd · outbound

This paper cites Face liveness detection with component dependent descriptor,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Face liveness detection with component dependent descriptor,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.336707Z

Source-reported events for the cited work

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

Observation f3599fba-49d4-4d9b-bcd3-5b2d3862b789 · outbound

This paper cites Face liveness detection by learning multispectral reflectance distributions,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Face liveness detection by learning multispectral reflectance distributions,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.347558Z

Source-reported events for the cited work

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

Observation bb9a23ec-4aca-4197-87a1-a64f1630084f · outbound

This paper cites Flip: Cross-domain face anti-spoofing with language guidance,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Flip: Cross-domain face anti-spoofing with language guidance,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.349212Z

Source-reported events for the cited work

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

Observation 0f77df0f-ebe9-43b4-9fe5-9cb041d5a078 · outbound

This paper cites Cfpl-fas: Class free prompt learning for generalizable face anti- spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Cfpl-fas: Class free prompt learning for generalizable face anti- spoofing,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.351176Z

Source-reported events for the cited work

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

Observation 1665eb78-e503-4db9-b722-7e9bbebcbed2 · outbound

This paper cites Instance-aware domain generalization for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Instance-aware domain generalization for face anti-spoofing,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.321083Z

Source-reported events for the cited work

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

Observation 41596919-1d86-411d-820b-9230753a150a · outbound

This paper cites Gradient alignment for cross-domain face anti- spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Gradient alignment for cross-domain face anti- spoofing,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.322911Z

Source-reported events for the cited work

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

Observation 3f65936f-b145-4de9-a8be-9a1c3ef3b297 · outbound

This paper cites Deep reconstruction-classification networks for unsupervised domain adap- tation,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Deep reconstruction-classification networks for unsupervised domain adap- tation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.325127Z

Source-reported events for the cited work

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

Observation 037fe09a-4549-4f24-98e8-c7583a4a563c · outbound

This paper cites Learning transferable visual models from natural language supervision.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Learning transferable visual models from natural language supervision

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.318919Z

Source-reported events for the cited work

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

Observation 554c834c-9e2e-4440-878e-0b97459b8b3b · outbound

This paper cites Grad-cam: Visual explanations from deep networks via gradient-based localization.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Grad-cam: Visual explanations from deep networks via gradient-based localization

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.313408Z

Source-reported events for the cited work

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

Observation c7a003e8-aea2-4d67-9fb1-2a420583dfc9 · outbound

This paper cites Towards automatic concept-based explanations.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Towards automatic concept-based explanations

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.311693Z

Source-reported events for the cited work

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

Observation 757cc238-9ca0-4012-9b27-191609e5e3b1 · outbound

This paper cites Craft: Concept recursive activation factor- ization for explainability.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Craft: Concept recursive activation factor- ization for explainability

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.315060Z

Source-reported events for the cited work

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

Observation 3dbbbaf1-6194-4a01-a93b-721383e65da3 · outbound

This paper cites Lbp- top based countermeasure against face spoofing attacks,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Lbp- top based countermeasure against face spoofing attacks,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.356199Z

Source-reported events for the cited work

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

Observation 0d9479fb-70bb-4b8f-9743-803fea9e18ce · outbound

This paper cites Face spoofing detec- tion using colour texture analysis,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Face spoofing detec- tion using colour texture analysis,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.352900Z

Source-reported events for the cited work

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

Observation f696c5b4-28b5-4d8b-a297-6b6362beb917 · outbound

This paper cites Context based face anti- spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Context based face anti- spoofing,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.354489Z

Source-reported events for the cited work

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

Observation fda02de8-a67a-4550-98bb-237ae9424b75 · outbound

This paper cites Secure face unlock: Spoof detection on smartphones,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Secure face unlock: Spoof detection on smartphones,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.316945Z

Source-reported events for the cited work

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

Observation df452554-8d5b-42fa-a1f1-c2f98c4da332 · outbound

This paper cites Learning deep models for face anti- spoofing: Binary or auxiliary supervision,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Learning deep models for face anti- spoofing: Binary or auxiliary supervision,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.293215Z

Source-reported events for the cited work

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

Observation 053c8ae1-ab23-4420-9a4d-175b2b2a665b · outbound

This paper cites Searching central difference convolutional networks for face anti- spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Searching central difference convolutional networks for face anti- spoofing,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.294851Z

Source-reported events for the cited work

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

Observation 5a1749af-9849-43dc-a9ab-b9bd6fbb6939 · outbound

This paper cites Deep spatial gradient and temporal depth learning for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Deep spatial gradient and temporal depth learning for face anti-spoofing,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.298445Z

Source-reported events for the cited work

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

Observation 162b830b-a339-4c8f-bd68-91635e75f706 · outbound

This paper cites Face anti-spoofing using transformers with relation-aware mechanism,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Face anti-spoofing using transformers with relation-aware mechanism,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.291441Z

Source-reported events for the cited work

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

Observation 106ffd37-5099-44d1-8e78-0f35ed1331c9 · outbound

This paper cites On the effectiveness of vision transformers for zero-shot face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection On the effectiveness of vision transformers for zero-shot face anti-spoofing,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.282569Z

Source-reported events for the cited work

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

Observation 3b440a40-40e4-4b7c-9c3c-002dc7a4858f · outbound

This paper cites Unsupervised adversarial domain adaptation for cross-domain face presentation attack detection,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Unsupervised adversarial domain adaptation for cross-domain face presentation attack detection,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.284209Z

Source-reported events for the cited work

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

Observation f5bf6a8e-f476-4355-ac1d-14abbbc4b0e9 · outbound

This paper cites Self-domain adaptation for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Self-domain adaptation for face anti-spoofing,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.287990Z

Source-reported events for the cited work

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

Observation 78a38991-cc81-4636-a1af-e28f0bebee49 · outbound

This paper cites Towards unsupervised domain generalization for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Towards unsupervised domain generalization for face anti-spoofing,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.279045Z

Source-reported events for the cited work

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

Observation 68e9c1a0-4baf-4009-b7dd-39fddf208de5 · outbound

This paper cites Dual Reweighting Domain Generalization for Face Presentation Attack Detection.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Dual Reweighting Domain Generalization for Face Presentation Attack Detection

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:18:58.026681Z

Source-reported events for the cited work

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

Observation 5e0af11b-8732-4fa7-b9d1-acb980c2f955 · outbound

This paper cites Regularized fine-grained meta face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Regularized fine-grained meta face anti-spoofing,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.277102Z

Source-reported events for the cited work

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

Observation 901aff75-e162-4037-9481-24bad4b98d90 · outbound

This paper cites Test-time domain generalization for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Test-time domain generalization for face anti-spoofing,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.280871Z

Source-reported events for the cited work

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

Observation 81819364-5680-4620-a135-c9aad77f7b9f · outbound

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

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Rethinking general- izable face anti-spoofing via hierarchical prototype-guided distribution refinement in hyperbolic space,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.285947Z

Source-reported events for the cited work

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

Observation 417ffa19-b53b-49e6-99dc-e65baf5b5a5f · outbound

This paper cites Exploiting temporal and depth information for multi-frame face anti-spoofing.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Exploiting temporal and depth information for multi-frame face anti-spoofing

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-07-03T21:18:58.032842Z

Source-reported events for the cited work

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

Observation 9717608d-d00e-4198-8906-b27d7cf7c152 · outbound

This paper cites Face anti-spoofing via robust auxiliary estimation and discriminative feature learning,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Face anti-spoofing via robust auxiliary estimation and discriminative feature learning,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.273680Z

Source-reported events for the cited work

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

Observation 64c7474b-3288-4ec7-b540-771ed3f34661 · outbound

This paper cites Learning multiple explainable and generalizable cues for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Learning multiple explainable and generalizable cues for face anti-spoofing,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.275425Z

Source-reported events for the cited work

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

Observation de03bcff-7cdf-4fa6-8b6d-5abe704aacd3 · outbound

This paper cites An attention-guided framework for explainable biometric presentation attack detection,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection An attention-guided framework for explainable biometric presentation attack detection,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.289729Z

Source-reported events for the cited work

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

Observation 1d4b7ef2-3910-4763-a5b9-853549a82218 · outbound

This paper cites Are foundation models all you need for zero-shot face presentation attack detection?.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Are foundation models all you need for zero-shot face presentation attack detection?

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.303702Z

Source-reported events for the cited work

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

Observation d174cfac-3950-415b-93b2-9a13dcaa09ba · outbound

This paper cites Foundpad: Foundation models reloaded for face presentation attack detection,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Foundpad: Foundation models reloaded for face presentation attack detection,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.305889Z

Source-reported events for the cited work

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

Observation 0cc03a17-12df-4a9e-b6bd-6056c2c9cebd · outbound

This paper cites Style-conditional prompt token learning for generalizable face anti- spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Style-conditional prompt token learning for generalizable face anti- spoofing,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.270279Z

Source-reported events for the cited work

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

Observation d7f781e4-0a30-4919-b97a-37b5962e73bb · outbound

This paper cites Domain generalization for face anti-spoofing via content- aware composite prompt engineering,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Domain generalization for face anti-spoofing via content- aware composite prompt engineering,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.264646Z

Source-reported events for the cited work

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

Observation 1b15a706-aaca-4185-b9d3-36d38e127b8e · outbound

This paper cites Tf-fas: twofold-element fine-grained semantic guidance for generaliz- able face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Tf-fas: twofold-element fine-grained semantic guidance for generaliz- able face anti-spoofing,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.263012Z

Source-reported events for the cited work

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

Observation da3a9e94-7fe6-42aa-9f2b-f8104fb7b0e8 · outbound

This paper cites Dgpdl: Domain-guided prompt distribution learning for generalizable face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Dgpdl: Domain-guided prompt distribution learning for generalizable face anti-spoofing,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.266750Z

Source-reported events for the cited work

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

Observation ac4606a1-7a60-4470-8935-be05debbefeb · outbound

This paper cites Icpe-fas: Instance and category prompts engineering for generalizable face anti-spoofing: A. liu et al.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Icpe-fas: Instance and category prompts engineering for generalizable face anti-spoofing: A. liu et al

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.268493Z

Source-reported events for the cited work

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

Observation 0eb476fa-f95c-4594-9c56-b244b8be32e6 · outbound

This paper cites Ablation-cam: Visual explanations for deep convolutional network via gradient-free localization,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Ablation-cam: Visual explanations for deep convolutional network via gradient-free localization,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.257885Z

Source-reported events for the cited work

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

Observation 49847743-ef49-4220-ad4b-32e4fe9e39cf · outbound

This paper cites Grad-cam++: Generalized gradient-based visual explanations for deep convolutional networks.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Grad-cam++: Generalized gradient-based visual explanations for deep convolutional networks

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.327096Z

Source-reported events for the cited work

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

Observation fef2e697-584a-4377-8984-9c82d71a740e · outbound

This paper cites On pixel-wise explanations for non-linear classifier deci- sions by layer-wise relevance propagation.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection On pixel-wise explanations for non-linear classifier deci- sions by layer-wise relevance propagation

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.254346Z

Source-reported events for the cited work

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

Observation 9ba967ff-cf11-4bc0-b5e0-1b7aafe7fc25 · outbound

This paper cites RISE: Randomized Input Sampling for Explanation of Black-box Models.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection RISE: Randomized Input Sampling for Explanation of Black-box Models

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-07-03T21:18:58.030121Z

Source-reported events for the cited work

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

Observation a6a7a3a5-9c20-475e-aaa6-17567db5c2b4 · outbound

This paper cites Interpretability beyond feature attribution: Quantitative testing with concept activation vectors (tcav).

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Interpretability beyond feature attribution: Quantitative testing with concept activation vectors (tcav)

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.329174Z

Source-reported events for the cited work

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

Observation 7df20059-975b-4d66-aae9-c8846d841fba · outbound

This paper cites Convex and semi-nonnegative ma- trix factorizations,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Convex and semi-nonnegative ma- trix factorizations,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.330924Z

Source-reported events for the cited work

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

Observation b061d962-e14b-4341-b9fe-09b661d9eedb · outbound

This paper cites A holistic approach to unifying automatic concept extraction and concept importance estimation,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection A holistic approach to unifying automatic concept extraction and concept importance estimation,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.252403Z

Source-reported events for the cited work

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

Observation 990a1bc1-bafa-430f-a56b-ee90a605e063 · outbound

This paper cites Attention is all you need.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Attention is all you need

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.255992Z

Source-reported events for the cited work

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

Observation a676900b-2a4a-406b-a614-8bd8cd56dabc · outbound

This paper cites The hungarian method for the assignment problem.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection The hungarian method for the assignment problem

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.259639Z

Source-reported events for the cited work

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

Observation 8f7f6842-8a12-46ae-916c-78cb7b830799 · outbound

This paper cites Celeba- spoof: Large-scale face anti-spoofing dataset with rich annotations,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Celeba- spoof: Large-scale face anti-spoofing dataset with rich annotations,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.248796Z

Source-reported events for the cited work

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

Observation 2050bed7-1d80-4f44-9fa6-00005628e7ce · outbound

This paper cites Syn- thesizing the preferred inputs for neurons in neural networks via deep generator networks,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Syn- thesizing the preferred inputs for neurons in neural networks via deep generator networks,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.338458Z

Source-reported events for the cited work

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

Observation 061e9019-91e0-43e8-8343-1da2ac6e121a · outbound

This paper cites Feature generation and hypothesis verification for reliable face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Feature generation and hypothesis verification for reliable face anti-spoofing,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.245187Z

Source-reported events for the cited work

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

Observation 6529af97-c523-4c59-9a01-7a13fa77c263 · outbound

This paper cites Generative domain adaptation for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Generative domain adaptation for face anti-spoofing,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.246884Z

Source-reported events for the cited work

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

Observation 8498d95f-fa9f-4917-8476-f3e33f5d0152 · outbound

This paper cites Domain generalization via shuffled style assembly for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Domain generalization via shuffled style assembly for face anti-spoofing,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.340155Z

Source-reported events for the cited work

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

Observation 5a8128c5-a8aa-4adf-ae3c-f9a820f5d135 · outbound

This paper cites Rethinking domain generalization for face anti-spoofing: Separability and alignment,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Rethinking domain generalization for face anti-spoofing: Separability and alignment,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.341766Z

Source-reported events for the cited work

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

Observation ee54280b-91fa-4b52-ac6f-a6b20f40668a · outbound

This paper cites Domain invariant vision transformer learning for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Domain invariant vision transformer learning for face anti-spoofing,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.241796Z

Source-reported events for the cited work

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

Observation d868a6dd-8a93-474f-81f6-921e6f85696b · outbound

This paper cites Learning to prompt for vision-language models,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Learning to prompt for vision-language models,

Reference 60

Resolution: malformed identifier; raw_fallback, observed 2026-07-05T01:10:31.343855Z

Source-reported events for the cited work

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

Observation 9fa664f0-66e0-4c81-8c5f-62a2579157e7 · outbound

This paper cites Conditional prompt learning for vision-language models,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Conditional prompt learning for vision-language models,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.345625Z

Source-reported events for the cited work

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

Observation add511b7-1fc7-479e-b78c-838ac0938649 · outbound

This paper cites Adaptive transformers for robust few-shot cross- domain face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Adaptive transformers for robust few-shot cross- domain face anti-spoofing,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.240054Z

Source-reported events for the cited work

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

Observation a34260a5-1be0-4cf8-b07a-f93dbff08e8d · outbound

This paper cites Fine-grained prompt learning for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Fine-grained prompt learning for face anti-spoofing,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.243459Z

Source-reported events for the cited work

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

Observation 4500b129-6bdb-4aae-94db-12b70739d30c · outbound

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

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:18:58.035781Z

Source-reported events for the cited work

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

Observation 0fea803e-e671-48bd-82c6-c507d671ef08 · outbound

This paper cites Information Tech- nology - Biometric presentation attack detection - Part 3: Testing and Reporting, International Organization for Standardization, 2023.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Information Tech- nology - Biometric presentation attack detection - Part 3: Testing and Reporting, International Organization for Standardization, 2023

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.250657Z

Source-reported events for the cited work

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

Observation 07f5ac56-af28-49d1-b6e9-868e3d143877 · outbound

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

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Face spoof detection with image distortion analysis,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.261254Z

Source-reported events for the cited work

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

Observation 3a218264-4e04-451d-a5e7-a2d1a8e41885 · outbound

This paper cites A face anti- spoofing database with diverse attacks,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection A face anti- spoofing database with diverse attacks,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.272028Z

Source-reported events for the cited work

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

Observation 5a38c783-e38b-4f27-86b0-0dcd719da52c · outbound

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

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection On the effectiveness of local binary patterns in face anti-spoofing

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.236800Z

Source-reported events for the cited work

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

Observation caa6fac6-fd2c-473f-97e6-ef126e1d3451 · outbound

This paper cites Oulu-npu: A mobile face presentation attack database with real-world variations,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Oulu-npu: A mobile face presentation attack database with real-world variations,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.233292Z

Source-reported events for the cited work

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

Observation d30c2e79-df48-4907-8a10-743588d1577c · outbound

This paper cites Casia-surf: A large-scale multi-modal benchmark for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Casia-surf: A large-scale multi-modal benchmark for face anti-spoofing,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.309868Z

Source-reported events for the cited work

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

Observation 6985e240-001d-4aa1-ae4d-d356583dfb44 · outbound

This paper cites Casia-surf cefa: A benchmark for multi-modal cross-ethnicity face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Casia-surf cefa: A benchmark for multi-modal cross-ethnicity face anti-spoofing,

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.308003Z

Source-reported events for the cited work

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

Observation 74f5a52d-048e-424e-aac5-d5aec181b40f · outbound

This paper cites Biometric face presentation attack detection with multi- channel convolutional neural network,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Biometric face presentation attack detection with multi- channel convolutional neural network,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.229079Z

Source-reported events for the cited work

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

Observation cc6b9e2f-58af-4e5d-9281-152674f5e683 · outbound

This paper cites Multi-domain learning for updating face anti-spoofing models.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Multi-domain learning for updating face anti-spoofing models

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.231616Z

Source-reported events for the cited work

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

Observation c38c5d3f-0d4c-4fc7-8b2a-b15f3f15d58b · outbound

This paper cites Adversarial discrim- inative domain adaptation.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Adversarial discrim- inative domain adaptation

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.235019Z

Source-reported events for the cited work

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

Observation eb889445-0430-4ba3-bd42-74417c1d6ed2 · outbound

This paper cites Duplex generative adversarial network for unsupervised domain adaptation,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Duplex generative adversarial network for unsupervised domain adaptation,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.225511Z

Source-reported events for the cited work

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

Observation 1711f557-6197-42e3-8bc1-be27f65f4a05 · outbound

This paper cites Unsuper- vised domain adaptation for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Unsuper- vised domain adaptation for face anti-spoofing,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.300111Z

Source-reported events for the cited work

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

Observation 058559a0-cbdc-4ead-84d3-cd31130848f9 · outbound

This paper cites Unified unsupervised and semi-supervised domain adaptation network for cross-scenario face anti- spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Unified unsupervised and semi-supervised domain adaptation network for cross-scenario face anti- spoofing,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.296618Z

Source-reported events for the cited work

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

Observation d3f431c2-ec41-4e6f-a80d-405ec4e67f8a · outbound

This paper cites Cyclically disentangled feature translation for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Cyclically disentangled feature translation for face anti-spoofing,

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.221753Z

Source-reported events for the cited work

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

Observation 9b73ea33-2e35-40b0-95b6-9cdbe3b90fc3 · outbound

This paper cites Single-side domain generaliza- tion for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Single-side domain generaliza- tion for face anti-spoofing,

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.223460Z

Source-reported events for the cited work

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

Observation c238cf96-2982-4482-9362-feddebe2ef6d · outbound

This paper cites Learning meta pattern for face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Learning meta pattern for face anti-spoofing,

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.301882Z

Source-reported events for the cited work

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

Observation 649580f3-fb4a-4220-8ccc-d844fc2af717 · outbound

This paper cites Causal interven- tion for generalizable face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Causal interven- tion for generalizable face anti-spoofing,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.218147Z

Source-reported events for the cited work

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

Observation 81183772-1a5f-45a2-b5bb-d56c76cc58af · outbound

This paper cites Domain- generalized face anti-spoofing with unknown attacks,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Domain- generalized face anti-spoofing with unknown attacks,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.219960Z

Source-reported events for the cited work

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

Observation 5cac64d9-2344-42b8-8bc6-e21dc71a3275 · outbound

This paper cites Bottom-up domain prompt tuning for generalized face anti-spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Bottom-up domain prompt tuning for generalized face anti-spoofing,

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.227383Z

Source-reported events for the cited work

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

Observation b48cc607-1013-43fa-ab89-73300c09608a · outbound

This paper cites From intuition to investigation: A tool-augmented reasoning mllm framework for generalizable face anti- spoofing,.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection From intuition to investigation: A tool-augmented reasoning mllm framework for generalizable face anti- spoofing,

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.238470Z

Source-reported events for the cited work

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

Observation 76662661-5a20-46ae-8e01-93ebcb96ec7c · outbound

This paper cites Visualizing data using t-sne.

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection Visualizing data using t-sne

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:31.216313Z

Source-reported events for the cited work

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

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Reference resolution

Outbound references

Pith citing papers