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Paper Citation Record · LEDGER

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception

As of 20 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2608.10497.

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

pith.paper-citation-record.v1
2608.10497 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:24:30.634197Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

71 of 71 outbound references displayed

  • verified exact0
  • verified fuzzy66
  • unresolved4
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8e944dfe-7733-4f59-8eab-5552aab985ec · outbound

This paper cites A survey on soft biometrics for human identifi- cation.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception A survey on soft biometrics for human identifi- cation

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 9eb94b41-5819-4d05-9a6f-6d78b5e8cff7 · outbound

This paper cites Soft biometrics—combining body weight and fat measurements with fingerprint biometrics.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Soft biometrics—combining body weight and fat measurements with fingerprint biometrics

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 78204f82-f252-4175-9da4-4af5035f525f · outbound

This paper cites GEFF: Improving Any Clothes- Changing Person ReID Model Using Gallery Enrichment With Face Features.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception GEFF: Improving Any Clothes- Changing Person ReID Model Using Gallery Enrichment With Face Features

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b28ea7f6-1caf-4f96-b8d9-7da5472b6d7f · outbound

This paper cites ViViT: A Video Vision Transformer.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception ViViT: A Video Vision Transformer

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c0f8296b-9f55-4a13-b31a-fef1a5383b26 · outbound

This paper cites Qwen2. 5-VL Technical Report.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Qwen2. 5-VL Technical Report

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 946b0f65-440e-4ae5-a9ea-e24ad6c45fff · outbound

This paper cites Learning from Synchroniza- tion: Self-Supervised Uncalibrated Multi-View Person Association in Challenging Scenes.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Learning from Synchroniza- tion: Self-Supervised Uncalibrated Multi-View Person Association in Challenging Scenes

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2364cf81-755a-4e93-b8fc-4e00f5049165 · outbound

This paper cites Beyond appearance: a semantic controllable self-supervised learning framework for human-centric visual tasks.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Beyond appearance: a semantic controllable self-supervised learning framework for human-centric visual tasks

Reference 7

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raw_fallback, observed 2026-08-15T14:24:31.745507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.317646Z digest=sha256:5067a55134840d183fd2018fb68712c115b650f1ec5564fa347400b2f950c3db

Observation 4d1375a1-0412-4136-a701-0d5ba938fe3f · outbound

This paper cites MobileVLM V2: Faster and Stronger Baseline for Vision Language Model.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception MobileVLM V2: Faster and Stronger Baseline for Vision Language Model

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:24:30.322831Z digest=sha256:a1a117cd8e3d48feefada59b7014a6f32769c5aa97925d68bf285d30d533bcdc

Observation 0caed650-a25e-4f1d-a5f2-016bf090360b · outbound

This paper cites DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 54737d2a-a07f-4e46-a290-1688661b7c19 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 81b1d473-d9ca-4caa-bba6-46955e6e0c1e · outbound

This paper cites GIF: Generative Inspiration for Face Recognition at Scale.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception GIF: Generative Inspiration for Face Recognition at Scale

Reference 11

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raw_fallback, observed 2026-08-15T14:24:31.698466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.338604Z digest=sha256:89a2e6032b9464959627e6943f4022081f5efde9df4fb68a16466833c2ce4f75

Observation 4213589c-36f4-496e-80b6-3bb3fb7f6f60 · outbound

This paper cites Exploring Deep Models for Practical Gait Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Exploring Deep Models for Practical Gait Recognition

Reference 12

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unresolved
no resolver link, observed 2026-08-15T14:24:30.343671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4e8b2c0b-8bef-4ca3-9858-a990dc24ee27 · outbound

This paper cites Open- Gait: Revisiting Gait Recognition Towards Better Practicality.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Open- Gait: Revisiting Gait Recognition Towards Better Practicality

Reference 13

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raw_fallback, observed 2026-08-15T14:24:31.683579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.348814Z digest=sha256:f951e57495f3cf2cf8bd90340adf9653a0146709365ec9f072072cda167e5991

Observation 9c2288f0-4f97-4dc8-a8bc-258fc664aedb · outbound

This paper cites Skeletongait: Gait recognition using skeleton maps.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Skeletongait: Gait recognition using skeleton maps

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.668463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.353323Z digest=sha256:7dd329c736f9b180663d30534a1ce98b58d50a74f6322abf4a1ce0b5c93c3ed8

Observation 3adbd00e-f9b7-493c-9191-e3f6c4ce89d5 · outbound

This paper cites Clothes- changing person re-identification with rgb modality only.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Clothes- changing person re-identification with rgb modality only

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.357791Z digest=sha256:2c8cd54f3192a3d5e0dfd49d190ca215a8ee6f99327939ec9d306837de350953

Observation 7b99c515-eb83-4fb9-8e46-9fcd7eb6b3c7 · outbound

This paper cites Multi-modal Multi-platform Person Re-Identification: Benchmark and Method.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Multi-modal Multi-platform Person Re-Identification: Benchmark and Method

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 0c1a8cdb-7f4f-48bb-a437-4a4185aec799 · outbound

This paper cites Cargait: Cross- attention based re-ranking for gait recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Cargait: Cross- attention based re-ranking for gait recognition

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation f468a204-570e-45e0-964a-83cfcf075949 · outbound

This paper cites Soft biometrics: A survey: Benchmark analysis, open challenges and recommendations.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Soft biometrics: A survey: Benchmark analysis, open challenges and recommendations

Reference 18

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raw_fallback, observed 2026-08-15T14:24:31.605377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e08f9dfa-71eb-4832-afb3-01bf49231794 · outbound

This paper cites Labeled faces in the wild: A database forstudying face recognition in unconstrained environments.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Labeled faces in the wild: A database forstudying face recognition in unconstrained environments

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.588966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.376020Z digest=sha256:b17b9b982aa0084396fe9fbeab2d7bcb0ef0b8f6c074dc65e99bf27f09c5cfc9

Observation a3485b5d-17c2-4200-a53e-aa8052826aff · outbound

This paper cites V ocabulary-Guided Gait Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception V ocabulary-Guided Gait Recognition

Reference 20

Resolution
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raw_fallback, observed 2026-08-15T14:24:31.572947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.380565Z digest=sha256:ae472eff509e85972cbad4d83f8b178d5a443e8f8235fcf089b53c42a1724a9e

Observation e14797f9-dadc-469c-b269-7166ce63d839 · outbound

This paper cites Learning A Unified Template for Gait Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Learning A Unified Template for Gait Recognition

Reference 21

Resolution
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raw_fallback, observed 2026-08-15T14:24:31.555678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.385013Z digest=sha256:c462be1d10b29b1921216145b3e7e715331a6b764fe1b8ca0d955757b229e821

Observation 483d81a7-cbad-49b4-9360-c59004386d6b · outbound

This paper cites VILLS : Video-Image Learning to Learn Semantics for Person Re-Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception VILLS : Video-Image Learning to Learn Semantics for Person Re-Identification

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.537826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.389479Z digest=sha256:6a2d50b81feb445ed68ff73f722a51dbe499161cccbf265a87ad3ef902fe234f

Observation 81ebab27-00f7-4d93-994b-99f0738cbea5 · outbound

This paper cites Celebrities-ReID: A benchmark for clothes variation in long-term person re-identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Celebrities-ReID: A benchmark for clothes variation in long-term person re-identification

Reference 23

Resolution
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raw_fallback, observed 2026-08-15T14:24:31.521440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.394313Z digest=sha256:30e99f2aca7fa95039ca34bdb7d5a146df163f4803157c8f65887fdfabff9e71

Observation f3061d10-a404-4f6a-ac4c-c64454dfdc14 · outbound

This paper cites Integrating faces, fingerprints, and soft biometric traits for user recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Integrating faces, fingerprints, and soft biometric traits for user recognition

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.503212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.399043Z digest=sha256:25c6585ae3f3b35c03058c8d54cb17035bf835afdd5c8cea1d3070eb8b6ef9a8

Observation 1d805181-3873-4917-93bf-5bac85a346f3 · outbound

This paper cites Facial marks: Soft biometric for face recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Facial marks: Soft biometric for face recognition

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.488443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.403624Z digest=sha256:64184ebd00e21dea69b1933b797bbd35b5278413b5f3c9a82ff5c874f294a6db

Observation e1699ea1-8fca-4976-bf6f-6b6fc16318d3 · outbound

This paper cites On Denoising Walking Videos for Gait Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception On Denoising Walking Videos for Gait Recognition

Reference 26

Resolution
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raw_fallback, observed 2026-08-15T14:24:31.473361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.408295Z digest=sha256:13a0729012271c79fdd8358da044616c91c8facdc04e4421d72113d9afa0523b

Observation 33ede5e2-c6ab-4e25-a2ba-f23f7de04d22 · outbound

This paper cites Bridging the Sky and Ground: Towards View-Invariant Feature Learning for Aerial-Ground Person Re-Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Bridging the Sky and Ground: Towards View-Invariant Feature Learning for Aerial-Ground Person Re-Identification

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.458173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.412879Z digest=sha256:3c5ffa97b034e7d4b1068d0b35ed0e26534623ff47fbcabb4bc5f5d7bf7c87a2

Observation b591240b-bc44-4677-b52d-5d91f882454e · outbound

This paper cites Adaface: Quality adaptive margin for face recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Adaface: Quality adaptive margin for face recognition

Reference 28

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raw_fallback, observed 2026-08-15T14:24:31.443009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.417458Z digest=sha256:9aebb5df26bf2b2be470c80b5d70d64c29cdd490d5c368cd1913e622a605253b

Observation f19a37df-db06-4c6a-9bd8-c9cd6114eff5 · outbound

This paper cites Sapiensid: Foundation for human recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Sapiensid: Foundation for human recognition

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.428694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.421951Z digest=sha256:42c0f7f9e2e73fdaa89f1e8e9a63b87975d644f8180f988814f1673c67cf85f8

Observation 48f62e88-e1c7-44ef-aed7-43f3fa106c5f · outbound

This paper cites VIGFace: Virtual Identity Generation for Privacy-Free Face Recognition Dataset.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception VIGFace: Virtual Identity Generation for Privacy-Free Face Recognition Dataset

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.412421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.426561Z digest=sha256:24f464d74be393aaa64184333be51279740957ce2524fc0b8e70dbc32dac1365

Observation 2f5375b1-0457-48c3-ac4c-b47c11dac96a · outbound

This paper cites IDFace: Face Template Protection for Efficient and Secure Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception IDFace: Face Template Protection for Efficient and Secure Identification

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.396574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.431328Z digest=sha256:dc8d8cf47108a218a29a9b09d95f6b22657f23392161dc3601c2e4f3af4c86ac

Observation 61587c38-2731-44c7-89ed-e2be02ac0cb6 · outbound

This paper cites One-Shot Knowledge Transfer for Scalable Person Re-Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception One-Shot Knowledge Transfer for Scalable Person Re-Identification

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.380146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.435952Z digest=sha256:a9861151795e1b6f288f0af2429e2a11e65e14662f8356dfc1b7365d30f61a31

Observation f714b18d-3fbd-44f6-8fee-1d4b03f39b70 · outbound

This paper cites An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing Conditions.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing Conditions

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.364215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.440302Z digest=sha256:45a4074ec0c01f056ac1e41c16257a5163177a508cc220b40c8daacbc4ee5040

Observation 6f051219-9dca-4a33-8221-cdf2f03b848b · outbound

This paper cites DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.347653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.445008Z digest=sha256:f1b89ac4feeccfbdd54faebc07ab837fc1f3f99c01804a761b9a81cae2b82443

Observation 7ebef5c0-8172-4ce2-bc7c-646cd68c2e5f · outbound

This paper cites Farsight: A physics- driven whole-body biometric system at large distance and altitude.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Farsight: A physics- driven whole-body biometric system at large distance and altitude

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.330923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.449406Z digest=sha256:fdb3d11598aba90f251ea6b1d57e372914db094e57f09b923f641ab47cf54db3

Observation 9fd7af4b-876f-4c32-afad-b7ffb8b7358d · outbound

This paper cites Person Recognition at Altitude and Range: Fusion of Face, Body Shape and Gait.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Person Recognition at Altitude and Range: Fusion of Face, Body Shape and Gait

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T14:24:30.454070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:24:30.454070Z digest=sha256:fb94ba1140c7193c169ba10b4077835ace836280a1b86c7091e4cef66ec28da9

Observation 5ab4e11e-4376-4beb-b870-f2ea31cb84e2 · outbound

This paper cites Learning Clothing and Pose Invariant 3D Shape Representation for Long-Term Person Re-Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Learning Clothing and Pose Invariant 3D Shape Representation for Long-Term Person Re-Identification

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.314970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.458781Z digest=sha256:5e36f3d3556f2c5237535161c61e05396f389f45c079c3ee4a1a0aec456c2766

Observation d01bb9d5-04a2-47be-ad09-f70d63ab8b69 · outbound

This paper cites Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.299550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.463122Z digest=sha256:f9c3ef1a0d02cd8e2dfbf9e10ae3219755f8453106ecd59e84779fb352d043b0

Observation 17cc9912-a2f2-4598-8bdb-01c9a366fe76 · outbound

This paper cites Biometrics recognition using deep learning: A survey.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Biometrics recognition using deep learning: A survey

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.283449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.467335Z digest=sha256:942646fbf289f5f15aab511499bdedb45b8361982188a704c7a2a41dbf35d1ca

Observation 2ce6608e-4b7a-4e40-a449-778be04beb5d · outbound

This paper cites Agedb: the first manually collected, in-the-wild age database.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Agedb: the first manually collected, in-the-wild age database

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.267715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.471700Z digest=sha256:2bb51929ba6c8a88bf5e12cacc056aec33797cb6fd5e6b6a93e25ec5de921e85

Observation 3e5055b7-7a62-4d18-b0c0-05951333a62c · outbound

This paper cites Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.250943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.476274Z digest=sha256:96e790e0c38892f2ae1edc2d4e77df8aca6fba03ad54350520161b578a260929

Observation 1157535f-9a90-4000-80a6-6117c9d04a5d · outbound

This paper cites Face matching and retrieval using soft biometrics.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Face matching and retrieval using soft biometrics

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.234062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.480932Z digest=sha256:32111bdfb7327f5fdb975dbccbcb60fa4ac1616de8cb850d3dec89b996893f6f

Observation c008630f-5841-41d0-925c-866ba0903587 · outbound

This paper cites Stylized-Face: A Million-level Stylized Face Dataset for Face Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Stylized-Face: A Million-level Stylized Face Dataset for Face Recognition

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.218014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.485537Z digest=sha256:871df10031e318276fc921c2a5f6bf2252e1b306e3b8ea7008e33d527f6e8044

Observation 20095810-12f4-4ecc-b43d-4133369770a5 · outbound

This paper cites Frontal to profile face verification in the wild.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Frontal to profile face verification in the wild

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.201797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.490380Z digest=sha256:7b662dfc6c895bdf6c0063274598b069389227e72f36f1abce0dfbfc78b559b6

Observation d1d2685f-efaa-425a-8782-a8334c977d52 · outbound

This paper cites LidarGait++: Learning Local Features and Size Awareness from LiDAR Point Clouds for 3D Gait Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception LidarGait++: Learning Local Features and Size Awareness from LiDAR Point Clouds for 3D Gait Recognition

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.185903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.494909Z digest=sha256:e514e4fbb2b29c0c44d1b57056cc5a7b02a1adeaf3619e7077238c1e68c514fd

Observation 194caae5-cf85-44fd-9b21-b39e8f387206 · outbound

This paper cites Large-Scale Spatio-Temporal Person Re-identification: Algorithms and Benchmark.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Large-Scale Spatio-Temporal Person Re-identification: Algorithms and Benchmark

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.168677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.499395Z digest=sha256:449156ee26df5798d5a4790431bfaed6e81db166619547fcbe6582741ee9a083

Observation 0c74fe18-7ca5-48d2-ae3c-e97cc78f3d4e · outbound

This paper cites DLCR: A Generative Data Expansion Framework via Diffusion for Clothes- Changing Person Re-ID.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception DLCR: A Generative Data Expansion Framework via Diffusion for Clothes- Changing Person Re-ID

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.151240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.503957Z digest=sha256:678b0f716fc8edd1371cf95c3167ac18dbc082617c5d901083ca64526090b784

Observation d75ba0c3-1031-49f4-8fe2-8cfd515bd33c · outbound

This paper cites Towards Robust- ness of Person Search against Corruptions.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Towards Robust- ness of Person Search against Corruptions

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.135636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.508594Z digest=sha256:25b71a6a07c41aab023d9401afb114fd5e721b6e203b28b812a02fb2e317ac25

Observation 272fbdb2-2236-4e52-971e-506cd731778f · outbound

This paper cites Hamobe: Hierarchical and adaptive mixture of biometric experts for video-based person reid.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Hamobe: Hierarchical and adaptive mixture of biometric experts for video-based person reid

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.118670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.513171Z digest=sha256:1c69ff7a344f262c788b9da13bb4d161514f2568699777b1fdc3a5e43c233029

Observation 147e94b6-db1c-4c22-a2f9-3419b12caa98 · outbound

This paper cites Facial soft biometric features for forensic face recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Facial soft biometric features for forensic face recognition

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.101903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.517776Z digest=sha256:cd35c9eeef92aa0b3d3479f40ea205fa5d9e376a8928bb07eec18d3ca6313f0e

Observation 54f89477-94a4-4aac-98c5-e27698d889f3 · outbound

This paper cites FastVLM: Efficient Vision Encoding for Vision Language Models.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception FastVLM: Efficient Vision Encoding for Vision Language Models

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.085731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.523504Z digest=sha256:406f472ece865c9236ae04437cc0f366799914abd7d2e4603f938b536fb1ff4d

Observation 08a393d3-ad58-4094-97fb-36ed77cb82d7 · outbound

This paper cites SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.068848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.528361Z digest=sha256:daa7e2315d643e42c1a661d7c1f6f9b8908ffcf9fb43cfe5352516929c986665

Observation 9919e15a-3c34-40b3-9e26-29962743feec · outbound

This paper cites Gait-X: Exploring X modality for Generalized Gait Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Gait-X: Exploring X modality for Generalized Gait Recognition

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.051071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.533388Z digest=sha256:a22373d9d54be95999e043789528d55ec2cefa37457e4a8d99bfb4973663664e

Observation 36f5e9e9-4937-41dc-a06e-396efca1eb68 · outbound

This paper cites Person transfer GAN to bridge domain gap for person re-identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Person transfer GAN to bridge domain gap for person re-identification

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.032946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.537996Z digest=sha256:eca3e9523b8307f8aa4e84c470e71835fc61af32969b0b047b891c439c89d780

Observation cb79188b-f38a-4d0c-8c4b-d155246120e9 · outbound

This paper cites Gait recognition from a single image using a phase-aware gait cycle reconstruction network.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Gait recognition from a single image using a phase-aware gait cycle reconstruction network

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:31.014646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.542683Z digest=sha256:dbec6025d4903024a6f94c1c56c64e9af37f5d223b88382f5cfedd5b3842dc86

Observation 4a149538-3e98-4564-9c30-74112c653ad5 · outbound

This paper cites Self-Reinforcing Pro- totype Evolution with Dual-Knowledge Cooperation for Semi-Supervised Lifelong Person Re-Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Self-Reinforcing Pro- totype Evolution with Dual-Knowledge Cooperation for Semi-Supervised Lifelong Person Re-Identification

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.996155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.547564Z digest=sha256:f6f87db1b02398974a5088b6e4a675348b8ce7f1872314b04d4b437f0afc2d87

Observation 9ce24593-0d34-462c-974b-1d4c0d78c3a8 · outbound

This paper cites Person re-identification by contour sketch under moderate clothing change.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Person re-identification by contour sketch under moderate clothing change

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.979359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.552802Z digest=sha256:79990de39a252df494ac5588d3cd4cd0040ce3837045c99f5666cfcd74ac342a

Observation 64a222d6-e385-47f5-866d-767ff88e78ed · outbound

This paper cites Bridging gait recognition and large language models sequence modeling.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Bridging gait recognition and large language models sequence modeling

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.962666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.557554Z digest=sha256:7275922ac4e40e76fc4b165d6cec4a2563af3530d9d1eca2f77d36f31bd1bcdc

Observation ee1adb12-2ac6-4303-a39d-512b6961aac8 · outbound

This paper cites Good is Bad: Causality Inspired Cloth-debiasing for Cloth-changing Person Re-identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Good is Bad: Causality Inspired Cloth-debiasing for Cloth-changing Person Re-identification

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.944516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.562683Z digest=sha256:48694633b1e6a94168d13dda70af890542ec8a7b7d3eb8a337e3f4274b21bb3e

Observation 803f39c7-dc0a-4d02-ba39-a6faadc06cb3 · outbound

This paper cites Biggergait: Unlocking gait recognition with layer-wise representations from large vision models.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Biggergait: Unlocking gait recognition with layer-wise representations from large vision models

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.927963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.575179Z digest=sha256:2b15163e29e9d5013385ad89449a47dace2c5cd673cf9728b5968fb5c78d5a16

Observation 98488495-58cd-4d71-8410-5f1be3d1f074 · outbound

This paper cites BigGait: Learning Gait Representation You Want by Large Vision Models.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception BigGait: Learning Gait Representation You Want by Large Vision Models

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.912127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.580308Z digest=sha256:61f8501630f2a6309acc695e4b9623358475d55f8eabde7e46af2fa9115576bd

Observation 33008172-8093-4ccd-8b24-e771998be00b · outbound

This paper cites LVFace: Progressive Cluster Optimization for Large Vision Models in Face Recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception LVFace: Progressive Cluster Optimization for Large Vision Models in Face Recognition

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.894659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.586677Z digest=sha256:0c62332247d93555bf82f44ea0c7d701f5d1893524469c6688378a08d45c090b

Observation e8e22111-c99c-449d-bff8-23c2d0714711 · outbound

This paper cites From poses to identity: Training-free person re-identification via feature centralization.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception From poses to identity: Training-free person re-identification via feature centralization

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.877544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.592448Z digest=sha256:3a5e889a2c7c7ae2b447168f4e0f2415a547b3119d6b40476a2b1c048281c344

Observation ec3e9cd9-610e-455c-a4be-7375f600cf61 · outbound

This paper cites Hap: Structure-aware masked image modeling for human-centric perception.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Hap: Structure-aware masked image modeling for human-centric perception

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.859663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.598208Z digest=sha256:f3857b54655454581086f8fc3039150db1c26475e6dc2bf42421a4ec95c9d066

Observation 1cfd8ac5-8c4d-4788-91ce-96c71940dab4 · outbound

This paper cites VIPerson: Flexibly Generating Virtual Identity for Person Re-Identification.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception VIPerson: Flexibly Generating Virtual Identity for Person Re-Identification

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.838730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.602820Z digest=sha256:acd1abbdde6659e3b904b1aedd7cb6c1de6120d98831f27a9fbe8c88a22c617e

Observation 7e10f55b-c4a8-42ae-b1b0-44c4c2c699b8 · outbound

This paper cites Scalable person re-identification: A benchmark.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Scalable person re-identification: A benchmark

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.819540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.607491Z digest=sha256:5b7d7739a8156fb1004ed5aa720bed320de4f1ae26a7ea0c0a6676be9f0766d4

Observation 82f6e7ed-870c-4f6f-bead-54465823dcde · outbound

This paper cites Cross-pose lfw: A database for studying cross-pose face recognition in unconstrained environments.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Cross-pose lfw: A database for studying cross-pose face recognition in unconstrained environments

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.800913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.612242Z digest=sha256:ccb0b62423608f449ee5bc21cf2a9fd06badd27fa652c6adc9edf1ac0715cef6

Observation 2cfc9d95-2d32-4e9e-a5eb-f3d65db267d1 · outbound

This paper cites Cross-Age LFW: A Database for Studying Cross-Age Face Recognition in Unconstrained Environments.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Cross-Age LFW: A Database for Studying Cross-Age Face Recognition in Unconstrained Environments

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-15T14:24:30.617711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:24:30.617711Z digest=sha256:64cb80e28593d2a77080ee7cd5c993948c83a7fb83b913644f3181b1543f7985

Observation d56fc55a-2495-465b-9edd-75c666f6ac20 · outbound

This paper cites A quality-guided mixture of score-fusion experts framework for human recognition.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception A quality-guided mixture of score-fusion experts framework for human recognition

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.782947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.623963Z digest=sha256:4cf9a45e0e0fb6c0f5631a94c7367916215e95abe88e4047df1dd60d76d8e2bf

Observation 11987d78-62aa-4cd3-b275-8b808baf13bb · outbound

This paper cites Cross-covariate gait recognition: A benchmark.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception Cross-covariate gait recognition: A benchmark

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:24:30.766474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.629215Z digest=sha256:754ff20814cb50c52034216ca70c9af9f21cc4e14f292f1ec19a4fc9200ebc4b

Observation 5c965890-5ebe-4bbf-8884-67c215717eca · outbound

This paper cites ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single Model.

SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single Model

Reference 71

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T14:24:30.749808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T14:24:30.634197Z digest=sha256:07a2ed59125b5c1c795fe1678c0a6002782e03bc812476d8f3513a08899da110

Pith citing papers

No inbound Pith citation observations are available.