Paper Citation Record · LEDGER

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search

As of 9 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2502.03230.

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

pith.paper-citation-record.v1
2502.03230 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T05:30:25.568857Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

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

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy5
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c1dc238f-c393-4b19-8524-1afd38d3a0ad · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.185304Z

Source-reported events for the cited work

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

Observation 30d2982b-2818-4169-8aa2-02bc4ccd7de7 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.176085Z

Source-reported events for the cited work

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

Observation 3e98bb2e-236a-4c2d-b7b7-738c8e739c7a · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.166913Z

Source-reported events for the cited work

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

Observation ed3e60ca-9755-44c0-878b-f474201f2a06 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.157083Z

Source-reported events for the cited work

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

Observation f528f0c8-cf10-472d-b0bd-ebba2458f41b · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.146510Z

Source-reported events for the cited work

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

Observation 47e63d86-2eeb-4e64-a32d-35f3ff0aec1d · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.136784Z

Source-reported events for the cited work

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

Observation 3d8535a8-4821-4556-809d-38000186d72d · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.126834Z

Source-reported events for the cited work

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

Observation 53e39d6f-ede3-4a24-a682-d5e1dda381f1 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.116507Z

Source-reported events for the cited work

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

Observation 7f89b995-37f4-4a5e-873d-bf7b6f346732 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.454756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 060cdd60-09c8-4006-942b-7b665088e32b · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.106707Z

Source-reported events for the cited work

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

Observation 155cf43c-fa37-4507-9706-7db0f7e430af · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.461312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5fbcb46-4341-42fa-ba8c-27b5f3b7414e · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.091262Z

Source-reported events for the cited work

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

Observation 28f57740-aba0-483e-a01f-8b150fd32a8b · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.081186Z

Source-reported events for the cited work

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

Observation ebfc2848-62fb-44fd-8d6a-41023954bedb · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.470594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b6f0f50-7daa-4348-8166-5c712b70fa9e · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.477578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b299489-b74d-473d-b0ee-8d00869676f9 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.483597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3571b476-d021-43fe-b06f-a0c652679672 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.034987Z

Source-reported events for the cited work

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

Observation fcbbad25-b899-43b5-b1fa-3c061c526337 · outbound

This paper cites Modality Alignment Meets Federated Broadcasting.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Modality Alignment Meets Federated Broadcasting

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-09T05:30:25.633831Z

Source-reported events for the cited work

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

Observation 13d8c603-6205-4fa3-ba2c-316cbe15b04c · outbound

This paper cites In European Conference on Computer Vision.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search In European Conference on Computer Vision

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:30:26.044607Z

Source-reported events for the cited work

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

Observation 68b404be-fb4d-4ee5-b579-11be40ab1233 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.015279Z

Source-reported events for the cited work

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

Observation 005f99ff-40b1-468e-a06b-cbfa8ce773a6 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.005411Z

Source-reported events for the cited work

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

Observation 63a191ff-c297-4c91-8b72-d6fc205725a9 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:26.025201Z

Source-reported events for the cited work

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

Observation f61b15eb-98ae-4378-ad9c-79ad47bbc861 · outbound

This paper cites EVA-CLIP: Improved Training Techniques for CLIP at Scale.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search EVA-CLIP: Improved Training Techniques for CLIP at Scale

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.508243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ca3e214-f090-4036-aaac-5ee898581add · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.987519Z

Source-reported events for the cited work

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

Observation bd64a740-b1ac-4428-9877-7f505a889101 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.505242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca94c4dc-80f6-45ff-aec5-0988691aca9a · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.960944Z

Source-reported events for the cited work

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

Observation 3a3fff84-e68d-477c-b0b7-d2549b7b560a · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.950525Z

Source-reported events for the cited work

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

Observation d6e82995-77aa-4138-b665-89df92a33700 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.514338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 347a1041-be3a-460d-9fa2-e7caf4d5c062 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.929343Z

Source-reported events for the cited work

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

Observation aa44d924-1aac-48e0-aa75-b7be6e553645 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.533157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2545d2e0-a18f-45ed-ae09-b1461c5fc1af · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.903655Z

Source-reported events for the cited work

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

Observation 0f84fe6b-1f6c-4759-93d7-1c5c1a3f80cc · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.939847Z

Source-reported events for the cited work

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

Observation 017be40f-e376-4ada-88ac-22c19a11044b · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.874453Z

Source-reported events for the cited work

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

Observation e04971d0-a70d-4813-ba49-f92424bacc94 · outbound

This paper cites Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.552187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fd3b4f8-1da3-441e-9d94-ba1d500be8d2 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.864848Z

Source-reported events for the cited work

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

Observation 647af6fe-30a2-4aef-9a4e-f3e83754c175 · outbound

This paper cites Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.558782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33e0022c-8b8a-4dbf-a531-d71e081cc86d · outbound

This paper cites Computer Vision and Image Understanding 250 (2025), 104222.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Computer Vision and Image Understanding 250 (2025), 104222

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:30:25.894256Z

Source-reported events for the cited work

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

Observation cd93b4d2-43a6-401d-8b25-04a92ad1ab60 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.884614Z

Source-reported events for the cited work

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

Observation f046c54d-f0e7-4569-a783-e6f849626a93 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.835342Z

Source-reported events for the cited work

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

Observation 17d679ac-5353-4b84-95aa-735ed2ee06b7 · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.855641Z

Source-reported events for the cited work

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

Observation 33cd2b4d-b641-4737-a117-682ddeeb3dae · outbound

This paper cites an unresolved cited work.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:30:25.846036Z

Source-reported events for the cited work

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

Observation 5a11a87e-a4a2-496d-8395-8475113af05d · outbound

This paper cites In Computer Vision and Pattern Recognition.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search In Computer Vision and Pattern Recognition

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:30:26.060085Z

Source-reported events for the cited work

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

Observation 50e2168f-b0bd-423d-aee8-ee266ee3f8b0 · outbound

This paper cites In Proceedings of the 28th International Joint Conference on Artificial Intelligence.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search In Proceedings of the 28th International Joint Conference on Artificial Intelligence

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:30:25.913235Z

Source-reported events for the cited work

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

Observation 6f3045a2-0cff-4fa4-a05e-d11e361ffebb · outbound

This paper cites HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-09T05:30:25.474010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d25dff09-137a-4234-93e6-00923993ebcf · outbound

This paper cites In Proceedings of the AAAI Conference on Artificial Intelligence.

Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search In Proceedings of the AAAI Conference on Artificial Intelligence

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:30:25.971638Z

Source-reported events for the cited work

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

Pith citing papers

No inbound Pith citation observations are available.